##Welcome to Our Project

This PLCY 715 final project analyzes the relationship between negative health outcomes and living in proximity to Brownfields, which are defined by the Environmental Protection Agency as any property where development becomes complicated by the presence or potential presences of “a hazardous substance, pollutant, or contaminant”.

Our research will also investigate the role “social determinants of health” play in this relationship. These social determinants refer to those of lower socioeconomic status or otherwise marginalized communities. In particular, we look to find disproportionate levels of proximity to Brownfields as well as disproportionate negative health outcomes based on race, age, educational attainment, and income level.

#RMD Set Up

Install Library & Import Datasets

Reading in our joined + cleaned dataset:

full.join <- read.csv("C:/Users/gulle/OneDrive/Documents/GitHub/final-team-projects-darkolivegreen3/clean_full_data.csv")
full.join
##         county.x target_pop num_tested per_tested num_high_lead per_high_lead_h
## 1       ALAMANCE      3,897      1,951       50.1            36            0.02
## 2      ALEXANDER        721        516       71.6             3            0.60
## 3      ALLEGHANY        193         75       38.9             1            1.30
## 4          ANSON        519        204       39.3             5            2.50
## 5           ASHE        415        259       62.4             0            0.00
## 6          AVERY        272        176       64.7             3            1.70
## 7       BEAUFORT        886        675       76.2             5            0.70
## 8         BERTIE        350        266       76.0             3            1.10
## 9         BLADEN        696        472       67.8             6            1.30
## 10     BRUNSWICK      1,994      1,191       59.7             3            0.30
## 11      BUNCOMBE      4,874      2,951       60.5            19            0.60
## 12         BURKE      1,790      1,359       75.9            16            1.20
## 13      CABARRUS      5,102      2,546       49.9            21            0.80
## 14      CALDWELL      1,560      1,069       68.5            10            0.90
## 15        CAMDEN        187        106       56.7             1            0.90
## 16      CARTERET      1,068        691       64.7             7            1.00
## 17       CASWELL        422        268       63.5             4            1.50
## 18       CATAWBA      3,345      2,180       65.2            12            0.60
## 19       CHATHAM      1,313        650       49.5             3            0.50
## 20      CHEROKEE        479        292       61.0             1            0.30
## 21        CHOWAN        277        177       63.9             1            0.60
## 22          CLAY        172         96       55.8             0            0.00
## 23     CLEVELAND      2,227      1,647       74.0            14            0.90
## 24      COLUMBUS      1,144        778       68.0            10            1.30
## 25        CRAVEN      2,723      2,087       76.6            16            0.80
## 26    CUMBERLAND     10,908      3,248       29.8            47            1.40
## 27     CURRITUCK        520        165       31.7             1            0.60
## 28          DARE        662        307       46.4             1            0.30
## 29      DAVIDSON      3,513      2,634       75.0            32            1.20
## 30         DAVIE        767        516       67.3             7            1.40
## 31        DUPLIN      1,360      1,001       73.6             5            0.50
## 32        DURHAM      8,333      4,558       54.7            23            0.50
## 33     EDGECOMBE      1,224        852       69.6             8            0.90
## 34       FORSYTH      8,702      5,519       63.4            62            1.10
## 35      FRANKLIN      1,416        856       60.5             4            0.50
## 36        GASTON      5,114      2,071       40.5            15            0.70
## 37         GATES        194        102       52.6             1            1.00
## 38        GRAHAM        156         85       54.5             0            0.00
## 39     GRANVILLE      1,189        694       58.4             1            0.10
## 40        GREENE        411        308       74.9             3            1.00
## 41      GUILFORD     12,333      8,773       71.1            74            0.80
## 42       HALIFAX      1,130        866       76.6            17            2.00
## 43       HARNETT      3,731      1,833       49.1            26            1.40
## 44       HAYWOOD      1,158        780       67.4             4            0.50
## 45     HENDERSON      2,133      1,231       57.7            13            1.10
## 46      HERTFORD        460        341       74.1             6            1.80
## 47          HOKE      1,726        835       48.4             8            1.00
## 48          HYDE         69         45       65.2             1            2.20
## 49       IREDELL      3,748      2,039       54.4            14            0.70
## 50       JACKSON        738        492       66.7             3            0.60
## 51      JOHNSTON      4,617      2,469       53.5            11            0.40
## 52         JONES        194        137       70.6             0            0.00
## 53           LEE      1,551      1,050       67.7            12            1.10
## 54        LENOIR      1,240        992       80.0            17            1.70
## 55       LINCOLN      1,662        644       38.7             6            0.90
## 56         MACON        661        405       61.3             5            1.20
## 57       MADISON        398        260       65.3             3            1.20
## 58        MARTIN        495        396       80.0             5            1.30
## 59      MCDOWELL        875        570       65.1             7            1.20
## 60   MECKLENBURG     29,397      9,800       33.3            72            0.70
## 61      MITCHELL        284         86       30.3             0            0.00
## 62    MONTGOMERY        548        484       88.3            10            2.10
## 63         MOORE      2,277      1,747       76.7            13            0.70
## 64          NASH      2,156      1,651       76.6            25            1.50
## 65   NEW HANOVER      4,412      3,026       68.6            34            1.10
## 66   NORTHAMPTON        371        257       69.3             3            1.20
## 67        ONSLOW      7,983      4,811       60.3            42            0.90
## 68        ORANGE      2,313      1,169       50.5             6            0.50
## 69       PAMLICO        163        162       99.4             1            0.60
## 70    PASQUOTANK        946        742       78.4            10            1.30
## 71        PENDER      1,281        877       68.5             4            0.50
## 72    PERQUIMANS        245        177       72.2             3            1.70
## 73        PERSON        843        340       40.3             7            2.10
## 74          PITT      4,136      2,587       62.5            12            0.50
## 75          POLK        310        132       42.6             1            0.80
## 76      RANDOLPH      3,096      2,208       71.3            24            1.10
## 77      RICHMOND      1,129        893       79.1            18            2.00
## 78       ROBESON      3,481      2,514       72.2            20            0.80
## 79    ROCKINGHAM      1,773      1,058       59.7            17            1.60
## 80         ROWAN      3,181      2,035       64.0            24            1.20
## 81    RUTHERFORD      1,343        432       32.2             2            0.50
## 82       SAMPSON      1,665      1,352       81.2            14            1.00
## 83      SCOTLAND        898        671       74.7            10            1.50
## 84        STANLY      1,408      1,098       78.0            16            1.50
## 85        STOKES        800        478       59.8             7            1.50
## 86         SURRY      1,495        801       53.6            20            2.50
## 87         SWAIN        293        198       67.6             3            1.50
## 88  TRANSYLVANIA        530        365       68.9             3            0.80
## 89       TYRRELL         72         38       52.8             2            5.30
## 90         UNION      4,837      1,648       34.1            10            0.60
## 91         VANCE      1,146        606       52.9             4            0.70
## 92          WAKE     25,263     12,820       50.7            98            0.80
## 93        WARREN        335        229       68.4             4            1.70
## 94    WASHINGTON        263        161       61.2             1            0.60
## 95       WATAUGA        752        581       77.3             6            1.00
## 96         WAYNE      3,249      2,082       64.1            12            0.60
## 97        WILKES      1,345        941       70.0             7            0.70
## 98        WILSON      1,915      1,488       77.7            21            1.40
## 99        YADKIN        755        424       56.2             4            0.90
## 100       YANCEY        353        171       48.4             2            1.20
##     num_tested_older five_nine very_high_lead_num  fips      county.y
## 1              2,120        10                  1 37001      Alamance
## 2                569        NA                 NA 37003     Alexander
## 3                 94         1                 NA 37005    Alleghany\t
## 4                282        NA                 NA 37007         Anson
## 5                306        NA                 NA 37009          Ashe
## 6                190         1                 NA 37011         Avery
## 7                741        NA                  1 37013     Beaufort\t
## 8                314        NA                  2 37015        Bertie
## 9                516        NA                  1 37017        Bladen
## 10             1,345        NA                 NA 37019     Brunswick
## 11             3,359         1                  2 37021      Buncombe
## 12             1,453         4                  1 37023         Burke
## 13             2,820         7                  4 37025      Cabarrus
## 14             1,208         5                 NA 37027      Caldwell
## 15               110        NA                 NA 37029        Camden
## 16               732         1                  1 37031      Carteret
## 17               311        NA                 NA 37033       Caswell
## 18             2,382         5                  3 37035       Catawba
## 19               732        NA                 NA 37037       Chatham
## 20               324         1                 NA 37039      Cherokee
## 21               190        NA                  1 37041        Chowan
## 22               109        NA                 NA 37043          Clay
## 23             2,007         9                  1 37045     Cleveland
## 24               950         3                 NA 37047      Columbus
## 25             2,335         6                  1 37049        Craven
## 26             3,640         8                  2 37051    Cumberland
## 27               177        NA                 NA 37053     Currituck
## 28               319         1                 NA 37055          Dare
## 29             2,753         5                  1 37057      Davidson
## 30               544         4                  1 37059         Davie
## 31             1,331         3                  2 37061        Duplin
## 32             5,104        10                  3 37063        Durham
## 33             1,004        NA                  1 37065     Edgecombe
## 34             5,922        18                 11 37067       Forsyth
## 35               951         3                  1 37069      Franklin
## 36             2,314         2                 NA 37071        Gaston
## 37               115         1                 NA 37073         Gates
## 38                96        NA                 NA 37075        Graham
## 39               773        NA                 NA 37077     Granville
## 40               364         2                 NA 37079        Greene
## 41             9,349        19                  4 37081      Guilford
## 42               907         3                  2 37083       Halifax
## 43             2,204         7                  3 37085      Harnett\t
## 44               821        NA                  1 37087       Haywood
## 45             1,428         7                  1 37089     Henderson
## 46               359         2                 NA 37091      Hertford
## 47               931         2                  2 37093          Hoke
## 48                55        NA                 NA 37095          Hyde
## 49             2,225         5                  2 37097       Iredell
## 50               543        NA                  1 37099       Jackson
## 51             2,781         3                  1 37101      Johnston
## 52               151        NA                 NA 37103         Jones
## 53             1,189         3                  1 37105           Lee
## 54             1,254         7                  6 37107        Lenoir
## 55               774         1                 NA 37109       Lincoln
## 56               465         1                 NA 37111      McDowell
## 57               287         2                 NA 37113         Macon
## 58               594         2                 NA 37115       Madison
## 59               626         2                  1 37117        Martin
## 60            11,419        20                 10 37119   Mecklenburg
## 61               114        NA                 NA 37121      Mitchell
## 62               521         8                 NA 37123    Montgomery
## 63             1,914         4                  1 37125         Moore
## 64             1,892         9                  2 37127          Nash
## 65             3,429        15                  8 37129   New Hanover
## 66               277         1                 NA 37131   Northampton
## 67             5,526         7                  5 37133        Onslow
## 68             1,283         1                  1 37135        Orange
## 69               178         1                 NA 37137       Pamlico
## 70               800         4                  2 37139    Pasquotank
## 71               999         3                  1 37141        Pender
## 72               196         1                 NA 37143    Perquimans
## 73               428         1                 NA 37145        Person
## 74             2,814         2                 NA 37147          Pitt
## 75               185         2                 NA 37149          Polk
## 76             2,429         4                  6 37151      Randolph
## 77             1,000         3                  1 37153      Richmond
## 78             2,813         5                  3 37155       Robeson
## 79             1,166         5                 NA 37157    Rockingham
## 80             2,236         3                  1 37159         Rowan
## 81               659        NA                 NA 37161    Rutherford
## 82             1,615         9                  1 37163       Sampson
## 83               736        NA                  1 37165      Scotland
## 84             1,183         9                  1 37167        Stanly
## 85               507         4                 NA 37169        Stokes
## 86               887         5                 NA 37171         Surry
## 87               223        NA                  1 37173        Swain\t
## 88               402        NA                 NA 37175 Transylvania\t
## 89                46        NA                  1 37177        Tyrell
## 90             2,209         3                  4 37179         Union
## 91               714        NA                  1 37181         Vance
## 92            13,995        34                 17 37183          Wake
## 93               260         2                  2 37185        Warren
## 94               218         3                 NA 37187    Washington
## 95               641         2                 NA 37189       Watauga
## 96             2,475         8                  1 37191         Wayne
## 97               977         4                  1 37193        Wilkes
## 98             1,560         8                  8 37195        Wilson
## 99               470         3                 NA 37197        Yadkin
## 100              205        NA                 NA 37199        Yancey
##     bf_acreage objectid           id acstotpop acsipovbas acseducbas acstothh
## 1      347.220 143210.0 370010210849 1421.0265  1381.9292   956.0265 566.8938
## 2        0.000 143278.5 370030404211 1546.6250  1489.5000  1113.5833 571.7500
## 3        0.000 143296.0 370059501911  997.5455   986.3636   749.3636 431.4545
## 4       20.120 143311.0 370079203792 1331.8947  1235.2105   952.2105 500.8421
## 5        0.000 143331.5 370099705093 1217.5455  1202.3182   919.6364 536.5909
## 6        5.710 143350.5 370119302633 1093.8125   889.4375   820.2500 411.6875
## 7      191.180 143376.0 370139305119 1349.8000  1334.8857   963.2000 552.1429
## 8           NA 143403.5 370159602653  982.2000   916.1000   726.7500 398.8000
## 9           NA 143429.0 370179503874 1089.6129  1073.8710   779.0000 450.5806
## 10     268.390 143489.5 370190311557 1409.5556  1397.6333  1101.2000 602.5111
## 11     756.890 143611.5 370210021244 1652.4286  1610.6039  1208.5195 695.4091
## 12     209.040 143717.5 370230207959 1546.7586  1500.0000  1108.1724 597.7931
## 13     172.830 143793.5 370250416577 2143.0638  2123.5319  1415.4787 769.1383
## 14     112.610 143871.5 370270307780 1319.0161  1299.3710   947.6774 525.7097
## 15          NA 143905.5 370299501018 1741.1667  1741.1667  1209.8333 639.3333
## 16      18.843 143944.5 370319712691  957.2222   938.3194   721.5972 412.3611
## 17          NA 143989.5 370339303502 1263.6667  1212.7778   926.2222 506.1111
## 18     171.218 144046.0 370350109627 1649.7789  1620.6842  1138.6105 643.1474
## 19     516.627 144111.0 370370204075 1994.0286  1970.6571  1458.8857 815.0571
## 20       0.000 144139.0 370399303768 1317.5238  1299.6667  1011.0000 566.4286
## 21      90.980 144156.5 370419301439 1014.6429   991.0714   750.3571 427.4286
## 22          NA 144167.0 370439501431 1544.7143  1540.7143  1185.4286 723.1429
## 23     187.670 144209.0 370459508295 1261.8052  1237.1688   863.0909 478.9870
## 24          NA 144271.0 370479307747 1197.7234  1131.8723   837.7872 474.5957
## 25      92.500 144326.5 370499606981 1610.6562  1527.4375  1054.0000 638.6094
## 26     258.110 144456.0 370510124581 1703.1077  1622.6923  1050.3641 638.0410
## 27       5.200 144561.0 370531689347 1719.7333  1707.4667  1218.5333 676.5333
## 28          NA 144584.5 370559716072 1116.9062  1110.5312   832.8125 482.5312
## 29      37.950 144654.5 370570611163 1524.6667  1501.8148  1066.8796 606.2130
## 30      17.900 144721.0 370590803882 1679.6400  1666.8400  1196.3200 639.9600
## 31     140.220 144750.5 370610904745 1737.1176  1717.1176  1174.5882 640.6176
## 32     602.340 144844.0 370630079165 2002.9869  1914.5490  1369.0000 806.8235
## 33      47.680 144944.0 370650208556 1134.7234  1117.7872   778.2979 454.7021
## 34    1176.624 145089.0 370670028099 1529.1070  1486.3169  1022.5185 603.6420
## 35      28.750 145225.5 370690604511 2163.4000  2109.0667  1493.8000 824.9667
## 36     435.010 145327.0 370710318228 1251.9364  1234.0000   862.4740 471.0636
## 37          NA 145418.5 370739701902 1156.3000  1149.0000   834.5000 447.7000
## 38      37.470 145427.5 370759202252 1069.6250  1053.0000   755.2500 411.0000
## 39      32.980 145447.5 370779704545 1839.8125  1752.8438  1293.0625 657.1875
## 40          NA 145470.0 370799501855 1616.0000  1433.4615  1149.3846 558.3846
## 41     647.893 145622.5 370810172130 1793.0890  1734.3836  1194.0342 694.2842
## 42     357.970 145794.0 370839306181 1014.4510   986.4902   713.5490 414.0392
## 43      56.210 145850.0 370850708508 2137.0656  2078.4098  1372.9672 739.1148
## 44      40.430 145904.5 370879219090 1259.0208  1242.8333   941.1458 548.6667
## 45     293.983 145964.5 370899317175 1578.1250  1558.7500  1169.4306 670.5694
## 46          NA 146010.0 370919502535 1271.2105  1154.3158   880.5789 468.3684
## 47          NA 146032.0 370939706096 2129.5600  2062.1600  1364.0000 708.8800
## 48          NA 146047.5 370959434502  898.8333   793.5000   642.6667 294.8333
## 49     128.300 146106.5 370970610202 1540.4018  1524.8839  1053.8482 582.5536
## 50          NA 146175.5 370999493464 1625.2308  1478.5385  1037.6538 640.0769
## 51      75.030 146230.5 371010408370 2275.8571  2252.4405  1505.4167 799.4524
## 52          NA 146276.0 371039202145 1385.0000  1379.2857  1038.7143 591.0000
## 53      60.830 146298.0 371050304233 1625.0000  1598.8378  1087.7027 587.6757
## 54      56.240 146340.0 371070108067 1217.5957  1190.5957   847.1277 491.9362
## 55      95.876 146388.5 371090706750 1628.8200  1612.0200  1157.9400 640.4400
## 56      15.290 146429.0 371119705425 1455.1290  1420.5484  1051.3226 579.3871
## 57       2.050 146458.5 371139704221 1228.9286  1219.2857   924.0000 560.6786
## 58      31.570 146480.5 371150104565 1337.8125  1271.0625   953.5000 528.2500
## 59     147.500 146499.0 371179703478 1097.8095  1088.7619   788.9524 451.0000
## 60    9324.310 146787.0 371190095454 1899.6649  1872.1045  1269.1874 727.1099
## 61          NA 147071.5 371219502502 1074.2857  1043.8571   795.4286 454.3571
## 62       3.550 147089.5 371239602824 1242.6364  1193.0909   863.3182 473.2273
## 63      59.430 147129.0 371259506046 1677.7018  1657.1228  1212.9123 683.5965
## 64     382.280 147190.0 371270107872 1446.2000  1415.4923   994.6615 564.9231
## 65    1594.160 147282.5 371290277119 1868.5917  1811.1083  1272.2250 780.3000
## 66       7.100 147353.5 371319202461  917.5455   876.8182   683.1364 392.1818
## 67          NA 147412.5 371330115437 2019.9167  1806.2708  1074.7917 667.3438
## 68     137.170 147498.0 371350112661 1905.8400  1757.1867  1185.9067 700.3867
## 69          NA 147542.0 371379532247  980.1538   923.6154   764.9231 411.6923
## 70          NA 147561.5 371399604432 1518.4231  1424.8077  1031.3077 568.4615
## 71     407.250 147590.5 371419224926 1844.3750  1804.7500  1299.9375 680.1875
## 72          NA 147612.5 371439201510 1121.5833  1107.8333   842.8333 493.2500
## 73      25.690 147631.5 371459203659 1511.7308  1489.3077  1074.0000 605.5385
## 74      82.480 147692.5 371470010013 1847.6250  1776.1458  1113.4271 720.5104
## 75      50.980 147746.5 371499201939 1704.8333  1679.0833  1316.9167 753.9167
## 76     106.270 147795.5 371510309193 1662.3023  1641.6395  1146.8605 651.6395
## 77      10.000 147859.0 371539706076 1102.1707  1064.3415   745.6098 452.3415
## 78     605.140 147923.5 371559610364 1516.3864  1475.2386   973.3864 522.3750
## 79          NA 148002.0 371570408473 1322.7536  1301.7246   948.7536 539.1449
## 80     734.120 148083.5 371590511557 1485.1596  1440.2979  1019.7447 556.3936
## 81     166.200 148156.5 371619606697 1279.4615  1255.8846   912.0000 506.6346
## 82      36.910 148205.0 371639705205 1412.4667  1392.7556   944.8222 523.0444
## 83    1183.260 148241.0 371650103414 1306.0000  1208.3333   876.8148 485.6667
## 84      18.930 148277.5 371679307617 1328.5652  1286.3261   927.2826 515.5870
## 85       6.240 148316.0 371690704139 1480.8065  1462.8710  1083.9355 622.6452
## 86     166.710 148361.0 371719306591 1222.0169  1204.6780   858.9322 491.2712
## 87      20.500 148396.5 371739568841 1187.8333  1171.7500   821.4167 453.5833
## 88    1293.630 148415.0 371759603526 1340.5200  1298.7600  1014.6000 564.9200
## 89          NA 148430.0 371779601002  823.8000   685.0000   660.8000 326.2000
## 90     259.295 148484.0 371790205833 2200.9126  2173.0485  1398.4078 729.7573
## 91      38.940 148552.0 371819605639 1347.9394  1324.2424   907.1212 510.7273
## 92    1346.050 148796.0 371830572273 2300.1275  2251.0352  1527.2132 858.2374
## 93          NA 149031.0 371859502142 1335.5333  1271.8667   961.1333 518.6667
## 94      24.000 149046.0 371879501670  810.4000   797.0000   559.0667 338.2000
## 95      38.880 149069.0 371899205460 1745.7097  1560.2903   999.4839 656.6129
## 96      94.460 149122.0 371910008519 1653.3600  1608.5867  1094.7333 642.0400
## 97      28.350 149186.0 371939606553 1291.6981  1271.4906   925.7925 535.0000
## 98      48.380 149240.0 371950008696 1478.8364  1450.4364  1004.5818 584.1455
## 99          NA 149281.5 371970503224 1345.1786  1332.5000   951.1786 551.7143
## 100     79.670 149302.0 371999602314 1359.0000  1346.8462  1009.1538 569.3846
##      acstothu   minorpop   minorpct lowincome lowincpct    lesshs  lesshspct
## 1    617.2478  503.21239 0.36638784  549.8673 0.4174402 138.30973 0.16106337
## 2    683.2917  203.08333 0.13480558  582.7917 0.3879962 205.16667 0.19521105
## 3    741.8182  129.54545 0.12637604  481.3636 0.4884076 175.09091 0.23365562
## 4    610.2105  737.78947 0.55959010  581.5263 0.4721476 185.36842 0.19164984
## 5    802.2273   90.27273 0.07734615  455.0455 0.3879327 144.86364 0.16137970
## 6    885.3750  137.68750 0.09512622  402.4375 0.4580288 145.31250 0.15824990
## 7    740.8571  461.40000 0.38511595  572.0000 0.4676535 119.65714 0.13187570
## 8    492.0500  645.45000 0.59923326  458.7500 0.4699756 154.75000 0.18105236
## 9    576.6774  493.93548 0.45789805  556.0645 0.5282522 154.77419 0.19129775
## 10   966.3111  257.18889 0.14800353  435.1333 0.2979744 105.81111 0.09390192
## 11   789.5519  270.78571 0.16561525  542.2013 0.3552642 109.04545 0.09264570
## 12   708.4828  283.50000 0.16181111  630.1552 0.4088125 211.34483 0.19905904
## 13   830.7766  710.84043 0.33755975  597.0532 0.3273445 141.51064 0.12475242
## 14   612.0968  163.98387 0.13623437  536.4839 0.4369692 192.14516 0.20592006
## 15   704.6667  341.16667 0.16031274  497.8333 0.2440306 173.66667 0.12930086
## 16   693.2083  130.50000 0.12501450  283.9583 0.2754435  63.93056 0.08136868
## 17   598.7778  490.72222 0.38997361  467.7222 0.3974021 190.22222 0.20542034
## 18   723.0842  398.57895 0.23764023  584.0211 0.3637524 168.67368 0.15466219
## 19   901.5714  567.68571 0.26847936  578.9429 0.3080175 172.17143 0.13077810
## 20   862.0952  115.09524 0.07971821  534.5714 0.4130994 138.66667 0.14873041
## 21   521.5000  407.85714 0.32891504  431.2143 0.3595807 120.14286 0.13844495
## 22  1044.1429   97.14286 0.05476915  673.8571 0.4301222 136.85714 0.12365401
## 23   565.9610  340.15584 0.28879995  562.4156 0.4598837 138.31169 0.16966641
## 24   558.5106  487.14894 0.39639378  544.1489 0.4751125 154.51064 0.17251402
## 25   732.9844  548.75000 0.37025334  535.5312 0.3790846 124.32812 0.13466670
## 26   747.8923  953.65128 0.56149506  676.5846 0.4321061  97.44103 0.10091263
## 27  1037.1333  220.26667 0.10272042  473.8667 0.2669347 132.00000 0.09136921
## 28  1078.5938  138.96875 0.08847438  323.4688 0.2152911  56.03125 0.05064283
## 29   688.0648  297.37037 0.21677356  574.2407 0.4134189 176.68519 0.18121879
## 30   743.2800  257.16000 0.15259076  505.0400 0.2957047 159.16000 0.13818610
## 31   761.0588  838.00000 0.47423996  911.8824 0.5152684 303.44118 0.25129382
## 32   872.0850 1157.01307 0.55135742  634.9935 0.3464626 158.88889 0.13382685
## 33   530.7447  722.08511 0.65018190  569.2553 0.5205601 158.25532 0.20412254
## 34   672.3539  657.32099 0.43480323  554.8148 0.3857062 114.95885 0.12358054
## 35   933.7333  788.60000 0.41599298  757.2000 0.3926509 237.13333 0.17316196
## 36   530.5145  337.69364 0.29255741  468.1503 0.4083612 131.69364 0.16806135
## 37   533.6000  427.50000 0.37502417  345.2000 0.3064562 114.50000 0.13856905
## 38   752.1250  141.12500 0.13159889  507.2500 0.5102192 143.87500 0.20654299
## 39   752.1562  769.37500 0.44902076  585.7812 0.3574983 203.81250 0.17857174
## 40   639.6923  857.30769 0.50874970  696.4615 0.4430114 297.69231 0.25728639
## 41   776.5171  880.81849 0.50324802  636.1678 0.4118908 129.90411 0.12543561
## 42   508.2157  623.52941 0.61896109  514.8431 0.5291127 160.84314 0.23226848
## 43   839.8361  816.90164 0.38726791  826.8197 0.4079665 187.45902 0.14666013
## 44   737.4583   89.58333 0.06974944  417.1250 0.3501710 112.14583 0.12502418
## 45   790.8194  264.83333 0.17175784  485.0972 0.3301508 118.69444 0.10951766
## 46   559.5789  846.05263 0.67658559  552.7368 0.4943198 183.00000 0.21197049
## 47   828.3600 1270.96000 0.59910684  894.6000 0.4519992 190.76000 0.15621910
## 48   541.5000  369.16667 0.26815016  344.1667 0.3094445 118.16667 0.12494005
## 49   650.3036  365.90179 0.24765476  452.4196 0.3213845 116.20536 0.12328063
## 50  1041.2692  309.76923 0.17013023  603.6923 0.4158219 120.80769 0.11329549
## 51   877.2024  722.50000 0.33985099  790.8690 0.4130195 206.82143 0.16867690
## 52   708.2857  522.00000 0.35035799  711.2857 0.5212350 191.00000 0.18566867
## 53   661.1622  681.72973 0.43721250  654.8378 0.4262892 180.08108 0.18384519
## 54   586.1702  615.59574 0.55905630  572.2128 0.5143607 165.95745 0.21593098
## 55   704.5400  243.36000 0.15357922  564.7800 0.3792087 167.14000 0.15292776
## 56   687.0000  182.16129 0.13220938  604.5806 0.4300900 170.41935 0.16820049
## 57   912.7500  131.57143 0.10542701  453.8929 0.3840277 104.92857 0.11932434
## 58   680.7500   79.06250 0.05580211  489.9375 0.3966755 139.31250 0.15180438
## 59   552.7619  526.23810 0.52007524  463.4286 0.4439387 131.76190 0.16717262
## 60   785.2162 1001.04685 0.50884357  553.1171 0.3028222 125.91171 0.10285855
## 61   629.4286   81.64286 0.07417470  367.3571 0.3517350 122.92857 0.17358753
## 62   737.9545  456.45455 0.35259915  526.7727 0.4545660 178.77273 0.20578410
## 63   818.2105  382.59649 0.24504187  482.3333 0.3225237 116.36842 0.11253872
## 64   659.6308  717.64615 0.51998861  506.5538 0.3901742 145.21538 0.16136440
## 65   910.3667  428.13333 0.23430134  627.8333 0.3617816  89.73333 0.07403077
## 66   530.4545  562.77273 0.58645946  420.3182 0.4662727 140.36364 0.19343314
## 67   817.7188  678.06250 0.33634818  716.0208 0.3990539  94.21875 0.09443355
## 68   766.6933  584.18667 0.30402591  507.9200 0.3056277  86.37333 0.07371168
## 69   593.9231  252.61538 0.25052233  365.2308 0.3808610  91.69231 0.11334706
## 70   658.0000  685.80769 0.46773913  537.5769 0.4061748 139.42308 0.14148143
## 71   893.7812  465.06250 0.24093321  569.4688 0.3090140 162.15625 0.12100185
## 72   594.6667  312.91667 0.24381010  423.6667 0.3265051 113.41667 0.11926838
## 73   708.7692  508.34615 0.35292864  557.1154 0.3897150 146.65385 0.15027934
## 74   818.3646  837.21875 0.45184130  775.5521 0.4590553 117.94792 0.11242899
## 75   972.8333  242.91667 0.13838409  547.0000 0.3180246 119.41667 0.08926729
## 76   722.6395  343.16279 0.20997913  655.4651 0.4104823 213.19767 0.19328012
## 77   521.4634  470.43902 0.41900496  522.1220 0.5046213 147.19512 0.19642232
## 78   603.0114 1129.88636 0.73012599  808.3068 0.5562222 223.26136 0.23339339
## 79   637.3478  363.60870 0.26714038  528.5652 0.4101226 165.13043 0.17479987
## 80   652.4362  410.07447 0.28923702  552.0213 0.3882254 150.19149 0.15112388
## 81   659.1346  211.90385 0.17218671  530.8269 0.4278625 158.55769 0.17539240
## 82   613.5556  688.71111 0.50048924  668.5778 0.4881783 210.93333 0.21708758
## 83   566.4815  736.51852 0.57434103  626.5185 0.5494986 176.70370 0.19973572
## 84   600.8261  254.45652 0.20703864  472.6522 0.3902536 138.23913 0.15191692
## 85   715.6774  129.74194 0.09390145  493.3226 0.3482443 178.35484 0.17394059
## 86   576.7797  192.89831 0.15398007  512.8475 0.4217325 186.35593 0.21400064
## 87   745.9167  448.83333 0.29115646  559.7500 0.4205642 178.41667 0.20406917
## 88   782.4000  129.96000 0.08474291  501.1600 0.3971499 116.00000 0.11777856
## 89   445.8000  384.40000 0.38438057  352.2000 0.4084500 161.80000 0.20181076
## 90   773.2427  603.22330 0.27861942  518.3592 0.2668766 142.47573 0.11648696
## 91   609.6061  808.51515 0.66034214  661.1212 0.5370607 181.75758 0.21836497
## 92   926.2110  912.88132 0.37327769  527.2527 0.2515221 110.94725 0.07780403
## 93   796.5333  823.80000 0.57548578  581.4667 0.4378546 187.53333 0.18868625
## 94   430.5333  450.13333 0.49759896  385.0000 0.4404899 112.20000 0.18006760
## 95  1081.2903  141.67742 0.08092238  685.9032 0.4140439 104.61290 0.09945259
## 96   720.9867  764.82667 0.48479155  722.3067 0.4656346 174.01333 0.17173443
## 97   631.6981  160.75472 0.12670923  549.6226 0.4335968 198.52830 0.21727845
## 98   654.6364  780.90909 0.57064458  632.2545 0.4934099 197.81818 0.22799302
## 99   621.4643  209.21429 0.15066664  556.3214 0.4282694 180.42857 0.18439632
## 100  862.3846  100.53846 0.07497696  610.1538 0.4525804 159.69231 0.15618317
##        under5  under5pct   over64 over64pct   pre1960 pre1960pct  vuleopct
## 1    82.71681 0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140
## 2    75.91667 0.05013226 295.3750 0.1978350  98.83333 0.15204557 0.2614009
## 3    40.09091 0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918
## 4    62.94737 0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688
## 5    53.36364 0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394
## 6    40.18750 0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775
## 7    65.48571 0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847
## 8    42.20000 0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044
## 9    57.90323 0.05804781 217.8065 0.2077864  86.12903 0.16127426 0.4930751
## 10   58.94444 0.03692417 413.1333 0.3172753  32.61111 0.04079631 0.2229890
## 11   83.55844 0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397
## 12   73.68966 0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118
## 13  137.61702 0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521
## 14   66.72581 0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018
## 15   82.00000 0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717
## 16   41.16667 0.03641695 225.5139 0.2491433  88.25000 0.14579878 0.2002290
## 17   58.77778 0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879
## 18   93.47368 0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963
## 19   98.65714 0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484
## 20   53.76190 0.03644420 372.2381 0.2927199  98.76190 0.12519774 0.2464088
## 21   47.42857 0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479
## 22   57.28571 0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457
## 23   69.98701 0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418
## 24   59.97872 0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531
## 25  104.43750 0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689
## 26  130.36923 0.07146213 191.2821 0.1234708  75.18462 0.12772951 0.4968006
## 27   93.33333 0.04177162 266.4000 0.1572178  72.06667 0.07546156 0.1848275
## 28   52.40625 0.03357815 224.4062 0.1591291  87.46875 0.06585532 0.1518827
## 29   83.22222 0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962
## 30   79.24000 0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477
## 31  109.44118 0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542
## 32  134.18954 0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100
## 33   66.85106 0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710
## 34   93.57613 0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547
## 35  121.16667 0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219
## 36   74.67052 0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593
## 37   47.60000 0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402
## 38   44.62500 0.04369245 248.7500 0.2319127  98.62500 0.15145431 0.3209090
## 39   90.59375 0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595
## 40   82.15385 0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806
## 41  106.83562 0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694
## 42   53.37255 0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369
## 43  160.75410 0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172
## 44   59.64583 0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602
## 45   76.79167 0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543
## 46   58.42105 0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527
## 47  186.16000 0.07442228 192.7600 0.1116875  64.80000 0.10680578 0.5255530
## 48   46.66667 0.03172541 147.8333 0.1205571  72.33333 0.08205631 0.2887973
## 49   85.83036 0.05558499 234.3661 0.1568829  96.66964 0.17699338 0.2845196
## 50   75.00000 0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761
## 51  146.63095 0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352
## 52   61.85714 0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965
## 53  104.89189 0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508
## 54   69.74468 0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085
## 55   82.28000 0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940
## 56   63.61290 0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497
## 57   60.10714 0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273
## 58   59.75000 0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388
## 59   58.71429 0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070
## 60  128.72072 0.06522193 202.1928 0.1133439  85.37117 0.13903627 0.4058329
## 61   47.78571 0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549
## 62   68.77273 0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826
## 63   94.08772 0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828
## 64   81.32308 0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814
## 65   94.28333 0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415
## 66   42.09091 0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661
## 67  182.72917 0.08478579 174.9688 0.1040546  67.39583 0.11383226 0.3677010
## 68   87.90667 0.04260098 244.8533 0.1307914  98.25333 0.14245257 0.3048268
## 69   35.61538 0.03404130 275.6154 0.2586799  96.30769 0.16168913 0.3156917
## 70   95.61538 0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570
## 71  104.65625 0.04728447 323.0938 0.1809942  87.90625 0.11462612 0.2749736
## 72   51.00000 0.04028613 298.5833 0.1937675  96.50000 0.14325266 0.2851576
## 73   79.19231 0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218
## 74  108.76042 0.05492115 228.5312 0.1349315  89.69792 0.16668811 0.4554483
## 75   56.50000 0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044
## 76   94.16279 0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307
## 77   67.78049 0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131
## 78  102.69318 0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741
## 79   68.18841 0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315
## 80   83.77660 0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312
## 81   65.25000 0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246
## 82   90.91111 0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338
## 83   81.55556 0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198
## 84   74.76087 0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461
## 85   66.16129 0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729
## 86   62.88136 0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563
## 87   74.83333 0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603
## 88   56.40000 0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464
## 89   23.40000 0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153
## 90  129.07767 0.05687711 264.7476 0.1287587  67.33981 0.10678785 0.2727480
## 91   83.75758 0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014
## 92  145.90989 0.05845153 250.2242 0.1242591  65.79341 0.10077470 0.3123999
## 93   57.13333 0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702
## 94   42.40000 0.04705728 184.9333 0.2228574  97.13333 0.20507851 0.4690444
## 95   57.67742 0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831
## 96  111.17333 0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131
## 97   64.24528 0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530
## 98   87.72727 0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272
## 99   70.71429 0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680
## 100  63.53846 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787
##         vuleo      dispeo      dslpm   cancer      resp    ptraf       pwdis
## 1    535.9212   32.591983 0.31652977 34.59308 0.4576592       NA          NA
## 2    405.8671 -141.949213 0.17280304 30.84475 0.3938572       NA          NA
## 3    308.8310  -44.500683 0.09937925 21.84325 0.2680125       NA          NA
## 4    670.7667  199.008126 0.17955891 35.18457 0.4911926       NA          NA
## 5    276.5605 -154.695441 0.09294807 20.98061 0.2573567       NA          NA
## 6    300.3192  -87.110398 0.09034049 20.49582 0.2441193       NA          NA
## 7    519.7859   41.685262 0.15565777 26.63451 0.3599771       NA          NA
## 8    572.3331  224.436740 0.13397961 26.28007 0.3434102       NA          NA
## 9    530.2882  144.346120 0.14271858 29.93067 0.4174150       NA          NA
## 10   348.2231 -151.043062         NA       NA        NA       NA          NA
## 11   414.2111 -171.080960 0.25221749 27.28900 0.3505627       NA          NA
## 12   468.8633  -79.000322 0.22037398 32.32983 0.4271602       NA          NA
## 13   657.2000 -101.875670 0.43115183 38.02914 0.5219152       NA          NA
## 14   354.1364 -113.060554 0.20561481 31.33500 0.4103644       NA          NA
## 15   419.5000 -197.223193 0.15473071 23.80679 0.3058080       NA          NA
## 16   209.5189 -129.530331         NA       NA        NA       NA          NA
## 17   495.2352   47.643057 0.17573368 30.89038 0.4054905       NA          NA
## 18   497.5845  -86.769046 0.27514719 35.77856 0.4574717       NA          NA
## 19   576.4735 -129.813681 0.21132811 33.67628 0.4570581       NA          NA
## 20   329.2558 -137.412566 0.11272115 25.91320 0.3310356       NA          NA
## 21   424.2037   64.816078 0.14649305 24.60909 0.3230565       NA          NA
## 22   386.4494 -160.690102 0.09703504 24.81827 0.3090753       NA          NA
## 23   454.6878    7.754956 0.27300703 36.16066 0.4749268       NA          NA
## 24   530.8153  106.580370 0.14971195 30.14047 0.4188799       NA          NA
## 25   547.6264  -22.869893 0.15709208 28.68126 0.4230975       NA          NA
## 26   828.0457  224.803074         NA       NA        NA       NA          NA
## 27   349.8125 -259.318962         NA       NA        NA       NA          NA
## 28   232.1986 -163.410813         NA       NA        NA       NA          NA
## 29   442.1939  -97.844722 0.30975191 35.46591 0.4711024       NA          NA
## 30   382.7131 -212.217265 0.26214080 33.62059 0.4463013       NA 0.001438777
## 31   880.0032  264.714198 0.15359399 29.10694 0.3960308       NA          NA
## 32   915.7598  206.299586 0.42433954 39.47396 0.4954464       NA          NA
## 33   649.2844  247.364121 0.21027140 29.79396 0.3903928       NA          NA
## 34   611.1772   69.565758 0.32319878 35.65933 0.4513286       NA          NA
## 35   783.4805   17.201756 0.19755063 32.25461 0.4315558       NA          NA
## 36   407.1872  -36.250065 0.37583540 39.66390 0.5181158       NA          NA
## 37   387.6701  -21.892642 0.15082953 26.09084 0.3409217       NA          NA
## 38   328.2875  -50.574856 0.08549048 22.75260 0.2944589       NA          NA
## 39   696.1428   44.479119 0.22703138 34.50889 0.4544088       NA          NA
## 40   804.7418  232.352740 0.15781048 28.32582 0.3730194       NA          NA
## 41   772.4190  137.304832         NA       NA        NA       NA          NA
## 42   577.5869  218.267264 0.22280477 31.13998 0.4217635       NA          NA
## 43   834.1685   77.217501 0.21282488 34.21505 0.4802159       NA          NA
## 44   256.1733 -189.773316 0.13080635 22.33353 0.2847963       NA          NA
## 45   379.2198 -179.753889         NA       NA        NA       NA          NA
## 46   730.2465  279.982308 0.15574047 27.98550 0.3665439       NA          NA
## 47  1096.9498  342.657287         NA       NA        NA       NA          NA
## 48   385.0393   66.671538         NA       NA        NA       NA          NA
## 49   412.0953 -133.516704 0.33445751 35.22766 0.4816882       NA          NA
## 50   494.0606  -81.597925 0.10358560 22.44427 0.2850856       NA          NA
## 51   761.6580  -44.453147 0.26336824 32.23070 0.4457265       NA          NA
## 52   618.1292  127.560687 0.12913767 28.38102 0.4164428       NA          NA
## 53   675.1211   99.544223 0.23751193 34.57777 0.5685818 129.5365          NA
## 54   600.3022  169.028421 0.19174867 28.79850 0.3973143       NA          NA
## 55   407.8475 -169.082360 0.27066314 35.37423 0.4688820       NA          NA
## 56   401.6876 -113.720770 0.18049430 27.73757 0.3567475       NA          NA
## 57   294.2633 -141.024552 0.10728014 24.04552 0.3083235       NA          NA
## 58   294.0973 -179.757404 0.12293083 23.88297 0.3029172       NA          NA
## 59   496.8406  107.995216 0.15708419 26.69859 0.3526753       NA          NA
## 60   780.2090  107.345544         NA       NA        NA       NA          NA
## 61   229.5586 -150.954604 0.11498830 22.19441 0.2720081       NA          NA
## 62   513.8405   73.697335 0.16986314 34.81807 0.4974464       NA          NA
## 63   435.6780 -158.565803 0.18304542 35.46156 0.4806656       NA          NA
## 64   617.7099  105.464282 0.25970971 31.13754 0.4141487       NA          NA
## 65   543.1824 -118.674851         NA       NA        NA       NA          NA
## 66   504.4648  179.469161 0.16710775 29.46246 0.3895834       NA          NA
## 67   726.9245   11.467733         NA       NA        NA       NA          NA
## 68   576.5700  -98.480650 0.34352809 36.04644 0.4767221       NA          NA
## 69   322.7673  -24.404257         NA       NA        NA       NA          NA
## 70   624.2673   86.440134 0.20981541 24.66018 0.3213893       NA          NA
## 71   523.4460 -129.833675         NA       NA        NA       NA          NA
## 72   371.1532  -26.112882 0.14477123 23.80005 0.3060401       NA          NA
## 73   537.5622    2.105488 0.19609886 31.66348 0.4144187       NA          NA
## 74   821.9861  167.555219 0.24078693 29.04834 0.3926509       NA          NA
## 75   398.8702 -204.983705 0.19421313 30.18075 0.3892443       NA          NA
## 76   504.3061  -84.483258 0.26155204 34.46271 0.4531987       NA          NA
## 77   504.4140  114.023843 0.20145933 35.34499 0.4992846 138.3595          NA
## 78   980.2410  443.135290 0.22040500 32.47018 0.4575729       NA          NA
## 79   450.2984  -18.222421 0.21340966 31.89096 0.4139661       NA          NA
## 80   490.9233  -35.121845 0.35304974 36.59263 0.4923564       NA          NA
## 81   377.0244  -76.162290 0.21621754 34.06881 0.4507877       NA          NA
## 82   683.7422  183.444967 0.16318634 30.51232 0.4137775       NA          NA
## 83   702.2288  239.642104 0.19567271 35.15641 0.4991327       NA          NA
## 84   371.7971  -98.782171 0.25156630 38.86160 0.4982897       NA          NA
## 85   314.8444 -209.658893 0.17646868 29.92433 0.3784246       NA          NA
## 86   357.2810  -75.558754 0.18749997 28.03075 0.3634573       NA          NA
## 87   508.1537   87.421784         NA       NA        NA       NA          NA
## 88   323.8429 -150.970825 0.10196269 24.20718 0.2988564       NA          NA
## 89   384.6713   92.880395 0.12935258 23.23082 0.2950123       NA          NA
## 90   566.8866 -212.679081 0.33612482 36.75110 0.5062466       NA          NA
## 91   740.7816  263.339938 0.23126831 33.08215 0.4339669       NA          NA
## 92   727.1955  -87.512275 0.42932467 36.51520 0.4943147       NA          NA
## 93   716.6377  243.590316 0.16923835 30.93600 0.4110591       NA          NA
## 94   418.3383  131.293687 0.13331156 24.87767 0.3325719       NA          NA
## 95   482.2409 -136.091413 0.12426784 21.94132 0.2672414       NA          NA
## 96   752.3040  166.682069 0.20878279 31.65313 0.4197343       NA          NA
## 97   359.9629  -97.558045 0.15159615 27.88877 0.3647305       NA          NA
## 98   715.1185  191.312987 0.25919652 31.51647 0.4133079 201.7222          NA
## 99   385.4222  -91.041604 0.20863734 30.39726 0.4044873       NA          NA
## 100  358.0441 -123.315183 0.09633023 21.61371 0.2668410       NA          NA
##            pnpl       prmp      ptsdf    ozone     pm25  d_dslpm_2  d_cancr_2
## 1   0.018487268 0.46651075 1.08713271 43.45316 8.297337  20.551376  1203.8700
## 2   0.037912568 0.09692420 0.12815287 43.16748 8.401689 -24.041662 -4428.8246
## 3   0.049249745 0.04654865 0.04657801 42.31874 7.133256  -4.067480  -987.8557
## 4   0.045261657 0.05523394 0.23587285 42.09358 7.856333  36.596005  7057.9545
## 5   0.070518297 0.02690828 0.22496000 42.85610 6.934824 -13.882709 -3251.3249
## 6   0.016394080 0.02883423 0.05077100 42.75757 6.909698  -7.962184 -1806.5473
## 7   0.156930039 0.21707499 0.27701601 39.17018 7.163471  11.160443  1190.8372
## 8   0.016108952 0.17717621 0.05320158 39.68727 7.278513  30.140105  5922.3808
## 9   0.025594423 0.18182049 0.16304169 39.02552 7.724246  20.639936  4327.5557
## 10  0.069348304 0.14680634 0.36927853 37.20899 7.038491         NA         NA
## 11  0.170159994 0.23896088 1.47101235 43.01987 7.345986 -34.807720 -4595.5819
## 12  0.018509797 0.60736785 0.60848659 42.68886 8.180606 -14.220791 -2495.3479
## 13  0.215837087 0.40999325 0.67363869 46.20573 8.761144 -33.020743 -3669.8362
## 14  0.020028869 0.79875696 1.46360828 42.81260 8.063705 -19.448456 -3585.2037
## 15  0.016490846 0.14004003 0.09201705 40.84772 6.815600 -31.166904 -4722.7950
## 16  0.042450175 0.04642283 0.29240034       NA       NA         NA         NA
## 17  0.038654448 0.09087409 0.11376247 42.59759 8.082435   7.942334  1467.0650
## 18  0.043979867 0.71651389 1.54476147 44.06155 8.792430 -17.436018 -2885.2142
## 19  0.030940689 0.39990107 0.14415137 42.77030 8.350016 -32.181789 -4622.3431
## 20  0.011506724 0.11398211 0.15278969 39.93143 7.372454 -16.497980 -3658.6480
## 21  0.012155968 0.04779760 0.06446356 39.48394 7.050079  10.168985  1613.3788
## 22  0.012503830 0.05276495 0.07688091 38.52373 7.243753 -15.284781 -3979.9191
## 23  0.106017820 0.39733422 0.61789945 43.77920 8.837614   6.773251   343.0038
## 24  0.038614054 0.06998162 0.31620173 37.60878 7.551723  16.496518  3253.2133
## 25  0.106926145 0.42529881 0.37592439 38.15876 7.074984  -1.149317  -815.0022
## 26  0.172371297 0.38488849 0.95848908 42.57637 8.496981         NA         NA
## 27  0.016751439 0.09288359 0.04610997       NA       NA         NA         NA
## 28  0.007005027 0.16419952 0.21525972       NA       NA         NA         NA
## 29  0.027097171 0.47450556 0.85883220 45.75724 8.415621 -18.788098 -3233.2286
## 30  0.039966488 0.19717246 0.32604591 45.29172 8.444352 -54.564412 -7137.7812
## 31  0.018890780 0.19092452 0.11223393 38.91913 7.685799  42.282331  7716.2569
## 32  0.072952634 0.48767075 2.53619109 43.33128 8.889867  99.323169  8727.8340
## 33  0.015702364 0.60229497 0.44352947 41.06751 7.849900  59.011437  7571.0044
## 34  0.027115581 0.45475852 2.80220190 45.62033 8.323611  32.605858  2701.6437
## 35  0.029152717 0.14192604 0.26961895 42.36211 8.351386   1.722497   535.1733
## 36  0.333406657 1.08978188 1.69676397 44.64218 9.068831  -5.934967 -1126.4565
## 37  0.022082794 0.05798133 0.07133688 39.87465 7.206519  -3.327160  -566.2376
## 38  0.015646146 0.05651647 0.07363816 41.10496 7.178174  -5.027040 -1171.6520
## 39  0.309771440 0.23518987 0.82028443 42.89987 8.461853  16.227701  1752.3992
## 40  0.018346811 0.06687062 0.09456515 40.92197 7.861686  36.680871  6588.0666
## 41  0.014239096 0.68341145 3.47950235 45.49677 8.297834         NA         NA
## 42  0.012602661 0.48075172 0.39617224 40.64639 7.813898  43.870843  6684.4612
## 43  0.031884113 0.26290582 0.17011664 42.33418 8.512906  17.262215  2627.8827
## 44  0.263121311 0.56991820 0.23949379 43.09712 7.094344 -23.576567 -4205.6319
## 45  0.159313674 0.19636730 0.85179504 42.23842 7.545074         NA         NA
## 46  0.014607220 0.08537003 0.24381093 39.84965 7.400615  42.835331  7816.2670
## 47  0.075163949 0.69033708 0.12642215 42.44037 8.237348         NA         NA
## 48  0.008852141 0.01458916 0.01079700       NA       NA         NA         NA
## 49  0.167157907 0.65273912 0.78886206 45.18093 8.764580 -39.305533 -4823.7465
## 50  0.061130664 0.13627221 0.16023591 40.21792 7.084506 -10.091257 -1871.3535
## 51  0.025035707 0.41393380 0.23723157 41.76211 8.473712  -9.279486 -1500.3830
## 52  0.030255525 0.07672506 0.06736424 38.41021 7.287337  16.318307  3657.2599
## 53  0.024198807 0.32997824 0.98595583 42.39778 8.334647  28.768817  3472.7808
## 54  0.018016999 0.40917782 0.24472760 40.11526 7.688266  35.785793  4908.2969
## 55  0.040408049 0.53119444 0.71207911 44.62358 8.937224 -40.577344 -5884.8501
## 56  0.027711393 0.22703076 0.40135613 42.49923 7.532774 -16.968279 -3077.8925
## 57  0.023084511 0.26052792 0.04351834 37.77120 7.115526 -13.922160 -3354.1415
## 58  0.033400503 0.11140618 0.27539939 43.80217 7.177182 -22.799946 -4321.9475
## 59  0.031709454 0.17037817 0.03827832 40.02853 7.372141  17.610881  2897.1718
## 60  0.067862546 0.66508485 2.90562508 45.63926 9.053602         NA         NA
## 61  0.020664862 0.04479133 0.20259426 42.99487 6.937168 -17.519777 -3352.1092
## 62  0.024453482 0.29464461 0.13744873 42.48438 7.548112  12.808992  2579.9124
## 63  0.227353908 0.17509230 0.20682394 42.23749 7.873792 -28.471171 -5800.1959
## 64  0.014516391 0.47430853 0.76606257 41.45326 8.070645  31.534701  3323.5950
## 65  0.128909967 0.46380382 2.50534509       NA       NA         NA         NA
## 66  0.012196882 0.22838202 0.14664309 40.25518 7.667405  31.739172  5377.0854
## 67  0.286745662 0.19709319 0.63343122       NA       NA         NA         NA
## 68  0.040670809 0.14261019 1.70097135 43.06996 8.642183 -26.492157 -3277.0682
## 69  0.039207659 0.15626147 0.12481899       NA       NA         NA         NA
## 70  0.017189212 0.65990225 0.72070612 40.29246 6.873827  24.157500  2222.2731
## 71  0.036057435 0.09209085 0.12745439       NA       NA         NA         NA
## 72  0.012246907 0.22487321 0.07536073 39.66935 6.968614  -3.732316  -600.7129
## 73  0.185567328 0.29293685 0.28197182 42.80025 8.243473   7.858191   156.6856
## 74  0.036455741 0.27846276 1.40174886 40.68700 7.640995  46.381466  4914.9433
## 75  0.054191449 0.06769332 0.06543010 42.61664 8.065378 -40.768210 -6189.2647
## 76  0.015957430 0.33723267 0.95011376 44.24613 8.098258 -18.110936 -2812.9806
## 77  0.109754706 0.41265198 0.31866491 41.82070 7.775240  23.949293  4014.6142
## 78  0.024348766 0.54838042 0.31598072 40.78964 8.097868  93.864929 14312.4573
## 79  0.021662653 0.54577698 0.72282342 43.40692 7.935987  -2.351094  -561.4391
## 80  0.121167003 0.52435863 0.84194379 45.84296 8.610601  -1.456152 -1092.5594
## 81  0.030520071 0.44827288 0.52553177 43.01237 8.377364 -12.060370 -2452.1705
## 82  0.024504754 0.34267322 0.24234168 40.44053 8.094001  29.088417  5546.7069
## 83  0.030816195 0.30240859 0.28337228 41.85259 8.046123  48.043113  8486.5525
## 84  0.031207508 0.30997159 0.19452894 43.96000 8.056566 -19.782266 -3404.0299
## 85  0.024554835 0.09221757 0.32579919 43.85664 7.818871 -36.860752 -6276.2788
## 86  0.032553165 0.42729318 0.17932866 42.81762 7.638205 -13.312812 -2111.8831
## 87  0.028924486 0.04305214 0.20126995 40.71103 7.311667         NA         NA
## 88  0.036143224 0.20702273 0.76833204 41.13817 7.122076 -16.078811 -3692.1865
## 89  0.009602298 0.13897133 0.03473965 38.95505 6.717312  12.014319  2157.6878
## 90  0.050049336 0.34594334 1.01051814 43.77941 8.611828 -67.587978 -7958.5588
## 91  0.053054379 0.35135000 0.60129843 42.10568 8.223186  61.006643  8724.8916
## 92  0.127167325 0.22285693 2.04847960 43.24921 8.914699 -22.203707 -3083.1211
## 93  0.023064707 0.04557286 0.04271949 41.31524 7.980443  40.327023  7541.5281
## 94  0.018353096 0.30255465 0.05122357 39.13543 7.030489  17.607095  3307.8067
## 95  0.025480489 0.02745375 0.43563828 42.88532 6.975358 -14.157800 -2943.2669
## 96  0.013158771 0.18919366 0.54042891 41.01689 8.147968  38.922582  5520.0693
## 97  0.036488529 0.68584650 0.32942549 42.38774 7.707809 -12.019035 -2652.8743
## 98  0.014350935 0.95566333 0.60423848 41.58397 8.106571  52.645706  6138.7943
## 99  0.127921350 0.17458549 0.19750888 43.62504 8.100779 -16.699409 -2764.4715
## 100 0.028564969 0.04211164 0.35770114 43.58217 6.937257 -11.385999 -2649.4924
##     d_ptraf_2  d_pwdis_2    d_pnpl_2   d_ptsdf_2  d_ozone_2    d_pm25_2
## 1          NA         NA   0.5917337   26.870053  1412.7912   275.69598
## 2          NA         NA  -4.8455965  -20.473410 -6126.9818 -1194.02764
## 3          NA         NA  -2.1888089   -2.472353 -1882.2382  -321.03837
## 4          NA         NA   8.6984956   62.906865  8363.9082  1560.80197
## 5          NA         NA -12.4242546  -33.067156 -6622.9999 -1074.63713
## 6          NA         NA  -1.4888087   -5.161336 -3720.8510  -603.55075
## 7          NA         NA  32.3761427   60.770019  1664.1217   307.71381
## 8          NA         NA   3.9088078   10.760871  8919.1509  1639.44463
## 9          NA         NA   4.1458859   20.649824  5627.3801  1112.53197
## 10         NA         NA -10.6908290  -71.182700 -5627.6207 -1058.05120
## 11         NA         NA -31.6276999 -155.673361 -7355.8743 -1256.31243
## 12         NA         NA  -1.5658187  -26.736616 -3384.0428  -652.44374
## 13         NA         NA   6.1549285  -49.727602 -4691.6710  -889.47173
## 14         NA         NA  -2.5014372  -34.284646 -4853.3678  -927.94003
## 15         NA         NA  -4.2889766  -21.003086 -8023.2817 -1355.29350
## 16         NA         NA  -5.9471799  -37.628896         NA          NA
## 17         NA         NA   1.6848854    4.358018  2023.8269   383.94511
## 18         NA         NA  -5.1299145  108.927675 -3859.3651  -763.77852
## 19         NA         NA  -9.2225248  -48.818261 -5567.3707 -1158.05598
## 20         NA         NA  -1.5119331  -23.460125 -5475.3532 -1022.56329
## 21         NA         NA   0.9058248    6.340625  2556.6407   456.73971
## 22         NA         NA  -2.0101190  -11.908486 -6187.3632 -1162.38009
## 23         NA         NA   3.6018711   27.185857   343.2925    71.52735
## 24         NA         NA   5.6111725   56.877641  4003.8245   802.22877
## 25         NA         NA  -8.6836342   14.583209  -837.4091  -155.75899
## 26         NA         NA  51.3032435  219.351608  9598.2731  1916.24931
## 27         NA         NA  -5.9192294  -13.446060         NA          NA
## 28         NA         NA  -1.5999880  -49.567393         NA          NA
## 29         NA         NA  -2.6541790   49.439837 -4476.5123  -820.86207
## 30         NA -0.3881073  -8.3060765  -71.887248 -9617.6567 -1788.75372
## 31         NA         NA   4.3315632   22.174539 10382.2872  2060.47422
## 32         NA         NA  15.0891989  642.048733  8958.4183  1849.54677
## 33         NA         NA   3.6399680  144.296965 10169.6682  1952.81060
## 34         NA         NA   1.2231501  447.856464  3215.2821   584.02608
## 35         NA         NA   0.6129208   -3.971657   689.6062   129.34560
## 36         NA         NA   2.6733595  122.561959 -1630.3906  -329.21562
## 37         NA         NA  -0.5275630   -2.414226  -872.4392  -156.60694
## 38         NA         NA  -0.8971101   -3.744216 -2075.0431  -365.84585
## 39         NA         NA  66.8292110  134.634349  1890.2985   371.67512
## 40         NA         NA   4.1996196   23.713563  9504.4834  1826.07701
## 41         NA         NA   1.8795799  846.567614  6257.0133  1147.20753
## 42         NA         NA   2.7857882   48.171735  8879.3636  1704.97188
## 43         NA         NA   2.5933520   14.628112  3260.2272   653.52078
## 44         NA         NA -44.9660626  -43.633784 -8171.0675 -1344.17127
## 45         NA         NA -22.5928132 -131.960213 -7587.5981 -1347.88146
## 46         NA         NA   4.1457976   81.766808 11155.0741  2069.00279
## 47         NA         NA  22.2835949   35.941428 14529.8940  2821.84540
## 48         NA         NA   0.9905509    1.162028         NA          NA
## 49         NA         NA   1.5717447   -7.998501 -6096.9352 -1185.70080
## 50         NA         NA  -5.5929307  -21.810297 -3208.9149  -580.48084
## 51         NA         NA  -2.2163470   10.276220 -1893.8139  -394.15708
## 52         NA         NA   4.0569737    7.905455  4868.1102   921.52809
## 53   26375.88         NA   2.2668094  274.399867  4221.5015   834.74241
## 54         NA         NA   3.0015053   45.188111  6787.8277  1298.48307
## 55         NA         NA  -7.3761768  -61.355040 -7610.6373 -1511.69317
## 56         NA         NA  -3.2626041  -31.250327 -4837.4645  -851.39914
## 57         NA         NA  -3.2152458   -6.348176 -5315.1500 -1000.27333
## 58         NA         NA  -6.5309125  -62.643841 -7864.0550 -1288.82711
## 59         NA         NA   2.6588976    4.101619  4338.0003   800.79181
## 60         NA         NA   9.7903646  488.219227  4988.0378   975.92941
## 61         NA         NA  -3.1144198  -32.540697 -6498.1933 -1048.69635
## 62         NA         NA   2.4536235   10.200370  3067.7774   542.01835
## 63         NA         NA -30.5899005  -21.820700 -6697.1092 -1252.35255
## 64         NA         NA   1.4960622  122.542673  4371.2015   851.37853
## 65         NA         NA   0.6620284   61.446172         NA          NA
## 66         NA         NA   2.0529568   23.247924  7236.1099  1383.15040
## 67         NA         NA  37.7457720   87.909405         NA          NA
## 68         NA         NA  -3.5618019    7.150624 -4238.7095  -844.17852
## 69         NA         NA  -1.8526777    2.115135         NA          NA
## 70         NA         NA   1.5422046  151.600314  3479.5683   593.61949
## 71         NA         NA  -4.9715778  -43.661769         NA          NA
## 72         NA         NA  -0.3830521   -5.012284 -1039.1365  -180.70475
## 73         NA         NA  18.4907939   53.187849    90.9426    14.49219
## 74         NA         NA   6.1619742  404.075452  6847.3815  1286.11669
## 75         NA         NA -11.8460834  -13.917710 -8734.7907 -1654.64357
## 76         NA         NA  -1.4765618  -16.144480 -3791.8971  -693.41967
## 77   23287.06         NA  11.4159067   44.309148  4772.4339   889.46887
## 78         NA         NA  11.1722174  108.347311 18175.1179  3600.08375
## 79         NA         NA  -0.1120998   30.122316  -831.7208  -143.43051
## 80         NA         NA   1.1215722   83.884744 -1603.3524  -300.74232
## 81         NA         NA  -2.2982708  -22.498194 -3265.9712  -626.86692
## 82         NA         NA   3.8187215   60.106797  7336.9841  1466.96740
## 83         NA         NA   7.2844649   80.502987 10032.1969  1930.90257
## 84         NA         NA  -4.2377916  -25.704413 -4376.4992  -808.38870
## 85         NA         NA  -5.4273462  -61.845069 -9187.2788 -1639.36547
## 86         NA         NA  -2.5116317  -12.637766 -3240.1925  -578.82070
## 87         NA         NA   3.9835576    2.156075  3713.3598   621.69114
## 88         NA         NA  -5.7060760  -77.628447 -6219.0757 -1083.50442
## 89         NA         NA   1.1212571    4.175012  3618.1602   623.90660
## 90         NA         NA -12.8474404 -188.926294 -9362.5210 -1870.17017
## 91         NA         NA  13.0669557  173.633556 11081.3609  2164.50686
## 92         NA         NA -11.3647092  -39.392885 -3800.9853  -779.20077
## 93         NA         NA   6.0486761   11.418495 10088.0839  1950.18155
## 94         NA         NA   2.6680361    8.512272  5146.9329   926.95529
## 95         NA         NA  -3.6352602   -6.007321 -5828.4766  -952.20496
## 96         NA         NA   2.0729228  160.277817  6811.2478  1354.87258
## 97         NA         NA  -3.6963547   -1.835258 -4138.7287  -751.11986
## 98   55491.22         NA   2.6572699   84.425278  7954.1711  1549.22281
## 99         NA         NA  -9.7790314  -11.400715 -3990.1952  -737.88510
## 100        NA         NA  -3.5844913  -43.146908 -5385.6333  -856.48143
##     state_name region  arealand    areawater     npl_cnt   tsdf_cnt
## 1           NA      4   9705172    247718.31 0.000000000 0.10619469
## 2           NA      4  28056590    393582.83 0.000000000 0.04166667
## 3           NA      4  55191000    337730.82 0.000000000 0.00000000
## 4           NA      4  72446218    768590.16 0.000000000 0.05263158
## 5           NA      4  50040991    367869.32 0.045454545 0.09090909
## 6           NA      4  40037633     27830.31 0.000000000 0.00000000
## 7           NA      4  61565730   9684688.54 0.028571429 0.02857143
## 8           NA      4  90542929   5454406.80 0.000000000 0.05000000
## 9           NA      4  73093152   1064866.65 0.000000000 0.06451613
## 10          NA      4  24437611   5765756.80 0.022222222 0.11111111
## 11          NA      4  11041032     58070.15 0.019480519 0.16883117
## 12          NA      4  22605981    357239.59 0.000000000 0.12068966
## 13          NA      4   9953214     74539.27 0.010638298 0.12765957
## 14          NA      4  19712782    113522.63 0.000000000 0.22580645
## 15          NA      4 103741447  30185484.17 0.000000000 0.00000000
## 16          NA      4  18259670  29597977.11 0.000000000 0.04166667
## 17          NA      4  61205150    480215.61 0.000000000 0.00000000
## 18          NA      4  10942641    399422.35 0.000000000 0.24210526
## 19          NA      4  50446868   2018138.14 0.000000000 0.05714286
## 20          NA      4  56182579   1372616.38 0.000000000 0.09523810
## 21          NA      4  31941424  11283297.29 0.000000000 0.00000000
## 22          NA      4  79543501   2145393.57 0.000000000 0.00000000
## 23          NA      4  15614148    132462.92 0.012987013 0.10389610
## 24          NA      4  51695964    930300.91 0.021276596 0.06382979
## 25          NA      4  28594956   2698672.06 0.015625000 0.04687500
## 26          NA      4   8667309     78378.02 0.010256410 0.07692308
## 27          NA      4  45227721  45668265.87 0.000000000 0.00000000
## 28          NA      4  31017168  93766326.81 0.000000000 0.06250000
## 29          NA      4  13265850    346779.90 0.000000000 0.11111111
## 30          NA      4  27318712    295964.04 0.000000000 0.08000000
## 31          NA      4  62063541    417449.38 0.000000000 0.02941176
## 32          NA      4   4849070    193160.93 0.000000000 0.25490196
## 33          NA      4  27852463     79027.81 0.000000000 0.04255319
## 34          NA      4   4346296     48495.04 0.000000000 0.19341564
## 35          NA      4  42458569    239289.40 0.000000000 0.13333333
## 36          NA      4   5325499    119233.55 0.023121387 0.13872832
## 37          NA      4  88218172   1329200.80 0.000000000 0.00000000
## 38          NA      4  94523270   3132579.12 0.000000000 0.12500000
## 39          NA      4  43057817    453239.12 0.062500000 0.21875000
## 40          NA      4  53142391     93645.31 0.000000000 0.00000000
## 41          NA      4   5728933    104180.57 0.000000000 0.25684932
## 42          NA      4  36754266    331863.08 0.000000000 0.03921569
## 43          NA      4  25264115    268315.61 0.000000000 0.03278689
## 44          NA      4  29869038     50801.62 0.041666667 0.04166667
## 45          NA      4  13415068     76909.72 0.013888889 0.15277778
## 46          NA      4  48141543    986179.95 0.000000000 0.10526316
## 47          NA      4  40416017    158293.84 0.000000000 0.00000000
## 48          NA      4 264322562 365493493.83 0.000000000 0.00000000
## 49          NA      4  13278118    537423.62 0.017857143 0.12500000
## 50          NA      4  48930129    375165.04 0.000000000 0.03846154
## 51          NA      4  24396212    137658.19 0.000000000 0.09523810
## 52          NA      4 174405280    861689.29 0.000000000 0.00000000
## 53          NA      4  17854254    289872.68 0.000000000 0.21621622
## 54          NA      4  21992128    125538.32 0.000000000 0.08510638
## 55          NA      4  15324508    467293.00 0.000000000 0.16000000
## 56          NA      4  36757340    450867.16 0.000000000 0.12903226
## 57          NA      4  47691305    378294.18 0.000000000 0.00000000
## 58          NA      4  72781108    302547.69 0.000000000 0.06250000
## 59          NA      4  56292151     35552.86 0.000000000 0.00000000
## 60          NA      4   2443328    105115.93 0.001801802 0.17837838
## 61          NA      4  40931456    116285.21 0.000000000 0.07142857
## 62          NA      4  57865566   1178178.23 0.000000000 0.04545455
## 63          NA      4  31701357    363524.12 0.052631579 0.05263158
## 64          NA      4  21534459     95043.48 0.000000000 0.13846154
## 65          NA      4   4148354   2949491.43 0.008333333 0.24166667
## 66          NA      4  63177177   1637540.14 0.000000000 0.04545455
## 67          NA      4  20556435   3864819.19 0.020833333 0.08333333
## 68          NA      4  13728066    118333.24 0.000000000 0.09333333
## 69          NA      4  67041199  44851672.15 0.000000000 0.07692308
## 70          NA      4  22600633   6220967.92 0.000000000 0.11538462
## 71          NA      4  70520162   5088548.94 0.000000000 0.03125000
## 72          NA      4  53341640  17652458.08 0.000000000 0.08333333
## 73          NA      4  39082367   1200720.04 0.038461538 0.03846154
## 74          NA      4  17600209     85915.04 0.000000000 0.17708333
## 75          NA      4  51300526    163669.58 0.000000000 0.00000000
## 76          NA      4  23560418    230245.31 0.000000000 0.13953488
## 77          NA      4  29924065    378975.37 0.024390244 0.02439024
## 78          NA      4  27879951     57686.30 0.000000000 0.05681818
## 79          NA      4  21231595    267556.83 0.000000000 0.15942029
## 80          NA      4  14092801    342931.88 0.010638298 0.12765957
## 81          NA      4  28163005     90245.92 0.000000000 0.09615385
## 82          NA      4  54430165    109418.36 0.000000000 0.02222222
## 83          NA      4  30613706    142295.74 0.000000000 0.11111111
## 84          NA      4  22247184    548755.46 0.000000000 0.06521739
## 85          NA      4  37514194    567236.87 0.000000000 0.06451613
## 86          NA      4  23430269    175213.41 0.000000000 0.05084746
## 87          NA      4 113900872   2701347.25 0.000000000 0.08333333
## 88          NA      4  39205660    204405.56 0.000000000 0.20000000
## 89          NA      4 202420784 106914890.40 0.000000000 0.00000000
## 90          NA      4  15909268    174911.46 0.000000000 0.19417476
## 91          NA      4  19809334   1278306.94 0.000000000 0.06060606
## 92          NA      4   4752042    127631.20 0.006593407 0.16263736
## 93          NA      4  74094196   2621338.93 0.000000000 0.00000000
## 94          NA      4  59830414  13018813.33 0.000000000 0.00000000
## 95          NA      4  26101949     75234.16 0.000000000 0.06451613
## 96          NA      4  19128510    131402.55 0.000000000 0.05333333
## 97          NA      4  36872637    129479.87 0.000000000 0.07547170
## 98          NA      4  17309323    260594.36 0.000000000 0.12727273
## 99          NA      4  30982004    258306.93 0.035714286 0.03571429
## 100         NA      4  62277694    117273.92 0.000000000 0.15384615
##     shape_length shape_area
## 1      16632.472   15255287
## 2      32339.270   43472594
## 3      47686.766   86083790
## 4      48568.005  109294568
## 5      50378.349   78033330
## 6      45198.050   61461012
## 7      44564.024  107704421
## 8      61154.495  147220913
## 9      50571.628  109751216
## 10     26881.791   44096242
## 11     19188.706   16829296
## 12     27128.920   34938538
## 13     15343.280   15120860
## 14     23384.365   30319498
## 15     73406.074  206828689
## 16     30488.246   71248256
## 17     48318.567   95389232
## 18     19163.296   17219368
## 19     41599.773   79732056
## 20     50631.563   86252274
## 21     37789.929   66391123
## 22     60531.914  122190903
## 23     22651.292   23713701
## 24     40543.603   77242900
## 25     28380.221   46878668
## 26     14382.874   13079212
## 27     64336.665  140467177
## 28     54538.082  189463000
## 29     20407.911   20734270
## 30     32458.768   42204499
## 31     48818.850   93187525
## 32     11840.642    7726971
## 33     28704.803   42671458
## 34     11063.320    6750868
## 35     40874.076   65509433
## 36     13072.568    8191518
## 37     64364.255  138657055
## 38     63864.260  147122814
## 39     36843.194   67132497
## 40     47917.445   80468939
## 41     11907.427    8948744
## 42     32279.681   57151700
## 43     29421.345   38483227
## 44     29469.504   45304974
## 45     21643.093   20319338
## 46     42400.040   75903271
## 47     31517.511   60633209
## 48    151760.736  950206957
## 49     19971.202   21050578
## 50     43113.570   74167011
## 51     29534.581   37114395
## 52     99962.269  261941044
## 53     22462.512   27419126
## 54     26119.300   33230534
## 55     22803.171   23870414
## 56     37512.136   56516678
## 57     42171.371   72066349
## 58     55825.639  111497894
## 59     48085.940   85902875
## 60      8468.602    3829650
## 61     44699.656   62867433
## 62     47457.842   88913635
## 63     31083.286   48260569
## 64     25404.856   33088916
## 65     12658.684   10397404
## 66     51636.378  100291031
## 67     23390.838   36225054
## 68     18513.247   21232346
## 69     57417.720  167753223
## 70     24384.921   44424126
## 71     51381.074  111633040
## 72     47811.228  109183126
## 73     31776.675   62288065
## 74     21208.881   26805215
## 75     47430.436   77398465
## 76     27449.779   36162186
## 77     26139.204   45271555
## 78     30367.812   41372113
## 79     27001.804   33248253
## 80     19003.383   21903895
## 81     28997.415   42619730
## 82     43645.134   81452028
## 83     28346.420   45765284
## 84     26219.210   34310976
## 85     39602.696   58901445
## 86     29707.953   36523192
## 87     64159.966  176258315
## 88     38617.028   59158429
## 89     99363.756  472064660
## 90     20752.713   24018825
## 91     23628.939   32586051
## 92     11247.369    7431963
## 93     55853.226  118641479
## 94     45613.673  111088118
## 95     35324.135   40313310
## 96     24325.845   29025849
## 97     36349.714   56948215
## 98     21296.158   26702991
## 99     32201.204   48024718
## 100    54798.255   95288563

##Data Cleaning

More Data Cleaning

##         county_x target_pop num_tested per_tested num_high_lead per_high_lead_h
## 1       ALAMANCE      3,897      1,951       50.1            36            0.02
## 2      ALEXANDER        721        516       71.6             3            0.60
## 3      ALLEGHANY        193         75       38.9             1            1.30
## 4          ANSON        519        204       39.3             5            2.50
## 5           ASHE        415        259       62.4             0            0.00
## 6          AVERY        272        176       64.7             3            1.70
## 7       BEAUFORT        886        675       76.2             5            0.70
## 8         BERTIE        350        266       76.0             3            1.10
## 9         BLADEN        696        472       67.8             6            1.30
## 10     BRUNSWICK      1,994      1,191       59.7             3            0.30
## 11      BUNCOMBE      4,874      2,951       60.5            19            0.60
## 12         BURKE      1,790      1,359       75.9            16            1.20
## 13      CABARRUS      5,102      2,546       49.9            21            0.80
## 14      CALDWELL      1,560      1,069       68.5            10            0.90
## 15        CAMDEN        187        106       56.7             1            0.90
## 16      CARTERET      1,068        691       64.7             7            1.00
## 17       CASWELL        422        268       63.5             4            1.50
## 18       CATAWBA      3,345      2,180       65.2            12            0.60
## 19       CHATHAM      1,313        650       49.5             3            0.50
## 20      CHEROKEE        479        292       61.0             1            0.30
## 21        CHOWAN        277        177       63.9             1            0.60
## 22          CLAY        172         96       55.8             0            0.00
## 23     CLEVELAND      2,227      1,647       74.0            14            0.90
## 24      COLUMBUS      1,144        778       68.0            10            1.30
## 25        CRAVEN      2,723      2,087       76.6            16            0.80
## 26    CUMBERLAND     10,908      3,248       29.8            47            1.40
## 27     CURRITUCK        520        165       31.7             1            0.60
## 28          DARE        662        307       46.4             1            0.30
## 29      DAVIDSON      3,513      2,634       75.0            32            1.20
## 30         DAVIE        767        516       67.3             7            1.40
## 31        DUPLIN      1,360      1,001       73.6             5            0.50
## 32        DURHAM      8,333      4,558       54.7            23            0.50
## 33     EDGECOMBE      1,224        852       69.6             8            0.90
## 34       FORSYTH      8,702      5,519       63.4            62            1.10
## 35      FRANKLIN      1,416        856       60.5             4            0.50
## 36        GASTON      5,114      2,071       40.5            15            0.70
## 37         GATES        194        102       52.6             1            1.00
## 38        GRAHAM        156         85       54.5             0            0.00
## 39     GRANVILLE      1,189        694       58.4             1            0.10
## 40        GREENE        411        308       74.9             3            1.00
## 41      GUILFORD     12,333      8,773       71.1            74            0.80
## 42       HALIFAX      1,130        866       76.6            17            2.00
## 43       HARNETT      3,731      1,833       49.1            26            1.40
## 44       HAYWOOD      1,158        780       67.4             4            0.50
## 45     HENDERSON      2,133      1,231       57.7            13            1.10
## 46      HERTFORD        460        341       74.1             6            1.80
## 47          HOKE      1,726        835       48.4             8            1.00
## 48          HYDE         69         45       65.2             1            2.20
## 49       IREDELL      3,748      2,039       54.4            14            0.70
## 50       JACKSON        738        492       66.7             3            0.60
## 51      JOHNSTON      4,617      2,469       53.5            11            0.40
## 52         JONES        194        137       70.6             0            0.00
## 53           LEE      1,551      1,050       67.7            12            1.10
## 54        LENOIR      1,240        992       80.0            17            1.70
## 55       LINCOLN      1,662        644       38.7             6            0.90
## 56         MACON        661        405       61.3             5            1.20
## 57       MADISON        398        260       65.3             3            1.20
## 58        MARTIN        495        396       80.0             5            1.30
## 59      MCDOWELL        875        570       65.1             7            1.20
## 60   MECKLENBURG     29,397      9,800       33.3            72            0.70
## 61      MITCHELL        284         86       30.3             0            0.00
## 62    MONTGOMERY        548        484       88.3            10            2.10
## 63         MOORE      2,277      1,747       76.7            13            0.70
## 64          NASH      2,156      1,651       76.6            25            1.50
## 65   NEW HANOVER      4,412      3,026       68.6            34            1.10
## 66   NORTHAMPTON        371        257       69.3             3            1.20
## 67        ONSLOW      7,983      4,811       60.3            42            0.90
## 68        ORANGE      2,313      1,169       50.5             6            0.50
## 69       PAMLICO        163        162       99.4             1            0.60
## 70    PASQUOTANK        946        742       78.4            10            1.30
## 71        PENDER      1,281        877       68.5             4            0.50
## 72    PERQUIMANS        245        177       72.2             3            1.70
## 73        PERSON        843        340       40.3             7            2.10
## 74          PITT      4,136      2,587       62.5            12            0.50
## 75          POLK        310        132       42.6             1            0.80
## 76      RANDOLPH      3,096      2,208       71.3            24            1.10
## 77      RICHMOND      1,129        893       79.1            18            2.00
## 78       ROBESON      3,481      2,514       72.2            20            0.80
## 79    ROCKINGHAM      1,773      1,058       59.7            17            1.60
## 80         ROWAN      3,181      2,035       64.0            24            1.20
## 81    RUTHERFORD      1,343        432       32.2             2            0.50
## 82       SAMPSON      1,665      1,352       81.2            14            1.00
## 83      SCOTLAND        898        671       74.7            10            1.50
## 84        STANLY      1,408      1,098       78.0            16            1.50
## 85        STOKES        800        478       59.8             7            1.50
## 86         SURRY      1,495        801       53.6            20            2.50
## 87         SWAIN        293        198       67.6             3            1.50
## 88  TRANSYLVANIA        530        365       68.9             3            0.80
## 89       TYRRELL         72         38       52.8             2            5.30
## 90         UNION      4,837      1,648       34.1            10            0.60
## 91         VANCE      1,146        606       52.9             4            0.70
## 92          WAKE     25,263     12,820       50.7            98            0.80
## 93        WARREN        335        229       68.4             4            1.70
## 94    WASHINGTON        263        161       61.2             1            0.60
## 95       WATAUGA        752        581       77.3             6            1.00
## 96         WAYNE      3,249      2,082       64.1            12            0.60
## 97        WILKES      1,345        941       70.0             7            0.70
## 98        WILSON      1,915      1,488       77.7            21            1.40
## 99        YADKIN        755        424       56.2             4            0.90
## 100       YANCEY        353        171       48.4             2            1.20
##     num_tested_older five_nine very_high_lead_num  fips      county_y
## 1              2,120        10                  1 37001      Alamance
## 2                569        NA                 NA 37003     Alexander
## 3                 94         1                 NA 37005    Alleghany\t
## 4                282        NA                 NA 37007         Anson
## 5                306        NA                 NA 37009          Ashe
## 6                190         1                 NA 37011         Avery
## 7                741        NA                  1 37013     Beaufort\t
## 8                314        NA                  2 37015        Bertie
## 9                516        NA                  1 37017        Bladen
## 10             1,345        NA                 NA 37019     Brunswick
## 11             3,359         1                  2 37021      Buncombe
## 12             1,453         4                  1 37023         Burke
## 13             2,820         7                  4 37025      Cabarrus
## 14             1,208         5                 NA 37027      Caldwell
## 15               110        NA                 NA 37029        Camden
## 16               732         1                  1 37031      Carteret
## 17               311        NA                 NA 37033       Caswell
## 18             2,382         5                  3 37035       Catawba
## 19               732        NA                 NA 37037       Chatham
## 20               324         1                 NA 37039      Cherokee
## 21               190        NA                  1 37041        Chowan
## 22               109        NA                 NA 37043          Clay
## 23             2,007         9                  1 37045     Cleveland
## 24               950         3                 NA 37047      Columbus
## 25             2,335         6                  1 37049        Craven
## 26             3,640         8                  2 37051    Cumberland
## 27               177        NA                 NA 37053     Currituck
## 28               319         1                 NA 37055          Dare
## 29             2,753         5                  1 37057      Davidson
## 30               544         4                  1 37059         Davie
## 31             1,331         3                  2 37061        Duplin
## 32             5,104        10                  3 37063        Durham
## 33             1,004        NA                  1 37065     Edgecombe
## 34             5,922        18                 11 37067       Forsyth
## 35               951         3                  1 37069      Franklin
## 36             2,314         2                 NA 37071        Gaston
## 37               115         1                 NA 37073         Gates
## 38                96        NA                 NA 37075        Graham
## 39               773        NA                 NA 37077     Granville
## 40               364         2                 NA 37079        Greene
## 41             9,349        19                  4 37081      Guilford
## 42               907         3                  2 37083       Halifax
## 43             2,204         7                  3 37085      Harnett\t
## 44               821        NA                  1 37087       Haywood
## 45             1,428         7                  1 37089     Henderson
## 46               359         2                 NA 37091      Hertford
## 47               931         2                  2 37093          Hoke
## 48                55        NA                 NA 37095          Hyde
## 49             2,225         5                  2 37097       Iredell
## 50               543        NA                  1 37099       Jackson
## 51             2,781         3                  1 37101      Johnston
## 52               151        NA                 NA 37103         Jones
## 53             1,189         3                  1 37105           Lee
## 54             1,254         7                  6 37107        Lenoir
## 55               774         1                 NA 37109       Lincoln
## 56               465         1                 NA 37111      McDowell
## 57               287         2                 NA 37113         Macon
## 58               594         2                 NA 37115       Madison
## 59               626         2                  1 37117        Martin
## 60            11,419        20                 10 37119   Mecklenburg
## 61               114        NA                 NA 37121      Mitchell
## 62               521         8                 NA 37123    Montgomery
## 63             1,914         4                  1 37125         Moore
## 64             1,892         9                  2 37127          Nash
## 65             3,429        15                  8 37129   New Hanover
## 66               277         1                 NA 37131   Northampton
## 67             5,526         7                  5 37133        Onslow
## 68             1,283         1                  1 37135        Orange
## 69               178         1                 NA 37137       Pamlico
## 70               800         4                  2 37139    Pasquotank
## 71               999         3                  1 37141        Pender
## 72               196         1                 NA 37143    Perquimans
## 73               428         1                 NA 37145        Person
## 74             2,814         2                 NA 37147          Pitt
## 75               185         2                 NA 37149          Polk
## 76             2,429         4                  6 37151      Randolph
## 77             1,000         3                  1 37153      Richmond
## 78             2,813         5                  3 37155       Robeson
## 79             1,166         5                 NA 37157    Rockingham
## 80             2,236         3                  1 37159         Rowan
## 81               659        NA                 NA 37161    Rutherford
## 82             1,615         9                  1 37163       Sampson
## 83               736        NA                  1 37165      Scotland
## 84             1,183         9                  1 37167        Stanly
## 85               507         4                 NA 37169        Stokes
## 86               887         5                 NA 37171         Surry
## 87               223        NA                  1 37173        Swain\t
## 88               402        NA                 NA 37175 Transylvania\t
## 89                46        NA                  1 37177        Tyrell
## 90             2,209         3                  4 37179         Union
## 91               714        NA                  1 37181         Vance
## 92            13,995        34                 17 37183          Wake
## 93               260         2                  2 37185        Warren
## 94               218         3                 NA 37187    Washington
## 95               641         2                 NA 37189       Watauga
## 96             2,475         8                  1 37191         Wayne
## 97               977         4                  1 37193        Wilkes
## 98             1,560         8                  8 37195        Wilson
## 99               470         3                 NA 37197        Yadkin
## 100              205        NA                 NA 37199        Yancey
##     bf_acreage objectid           id acstotpop acsipovbas acseducbas acstothh
## 1      347.220 143210.0 370010210849 1421.0265  1381.9292   956.0265 566.8938
## 2        0.000 143278.5 370030404211 1546.6250  1489.5000  1113.5833 571.7500
## 3        0.000 143296.0 370059501911  997.5455   986.3636   749.3636 431.4545
## 4       20.120 143311.0 370079203792 1331.8947  1235.2105   952.2105 500.8421
## 5        0.000 143331.5 370099705093 1217.5455  1202.3182   919.6364 536.5909
## 6        5.710 143350.5 370119302633 1093.8125   889.4375   820.2500 411.6875
## 7      191.180 143376.0 370139305119 1349.8000  1334.8857   963.2000 552.1429
## 8           NA 143403.5 370159602653  982.2000   916.1000   726.7500 398.8000
## 9           NA 143429.0 370179503874 1089.6129  1073.8710   779.0000 450.5806
## 10     268.390 143489.5 370190311557 1409.5556  1397.6333  1101.2000 602.5111
## 11     756.890 143611.5 370210021244 1652.4286  1610.6039  1208.5195 695.4091
## 12     209.040 143717.5 370230207959 1546.7586  1500.0000  1108.1724 597.7931
## 13     172.830 143793.5 370250416577 2143.0638  2123.5319  1415.4787 769.1383
## 14     112.610 143871.5 370270307780 1319.0161  1299.3710   947.6774 525.7097
## 15          NA 143905.5 370299501018 1741.1667  1741.1667  1209.8333 639.3333
## 16      18.843 143944.5 370319712691  957.2222   938.3194   721.5972 412.3611
## 17          NA 143989.5 370339303502 1263.6667  1212.7778   926.2222 506.1111
## 18     171.218 144046.0 370350109627 1649.7789  1620.6842  1138.6105 643.1474
## 19     516.627 144111.0 370370204075 1994.0286  1970.6571  1458.8857 815.0571
## 20       0.000 144139.0 370399303768 1317.5238  1299.6667  1011.0000 566.4286
## 21      90.980 144156.5 370419301439 1014.6429   991.0714   750.3571 427.4286
## 22          NA 144167.0 370439501431 1544.7143  1540.7143  1185.4286 723.1429
## 23     187.670 144209.0 370459508295 1261.8052  1237.1688   863.0909 478.9870
## 24          NA 144271.0 370479307747 1197.7234  1131.8723   837.7872 474.5957
## 25      92.500 144326.5 370499606981 1610.6562  1527.4375  1054.0000 638.6094
## 26     258.110 144456.0 370510124581 1703.1077  1622.6923  1050.3641 638.0410
## 27       5.200 144561.0 370531689347 1719.7333  1707.4667  1218.5333 676.5333
## 28          NA 144584.5 370559716072 1116.9062  1110.5312   832.8125 482.5312
## 29      37.950 144654.5 370570611163 1524.6667  1501.8148  1066.8796 606.2130
## 30      17.900 144721.0 370590803882 1679.6400  1666.8400  1196.3200 639.9600
## 31     140.220 144750.5 370610904745 1737.1176  1717.1176  1174.5882 640.6176
## 32     602.340 144844.0 370630079165 2002.9869  1914.5490  1369.0000 806.8235
## 33      47.680 144944.0 370650208556 1134.7234  1117.7872   778.2979 454.7021
## 34    1176.624 145089.0 370670028099 1529.1070  1486.3169  1022.5185 603.6420
## 35      28.750 145225.5 370690604511 2163.4000  2109.0667  1493.8000 824.9667
## 36     435.010 145327.0 370710318228 1251.9364  1234.0000   862.4740 471.0636
## 37          NA 145418.5 370739701902 1156.3000  1149.0000   834.5000 447.7000
## 38      37.470 145427.5 370759202252 1069.6250  1053.0000   755.2500 411.0000
## 39      32.980 145447.5 370779704545 1839.8125  1752.8438  1293.0625 657.1875
## 40          NA 145470.0 370799501855 1616.0000  1433.4615  1149.3846 558.3846
## 41     647.893 145622.5 370810172130 1793.0890  1734.3836  1194.0342 694.2842
## 42     357.970 145794.0 370839306181 1014.4510   986.4902   713.5490 414.0392
## 43      56.210 145850.0 370850708508 2137.0656  2078.4098  1372.9672 739.1148
## 44      40.430 145904.5 370879219090 1259.0208  1242.8333   941.1458 548.6667
## 45     293.983 145964.5 370899317175 1578.1250  1558.7500  1169.4306 670.5694
## 46          NA 146010.0 370919502535 1271.2105  1154.3158   880.5789 468.3684
## 47          NA 146032.0 370939706096 2129.5600  2062.1600  1364.0000 708.8800
## 48          NA 146047.5 370959434502  898.8333   793.5000   642.6667 294.8333
## 49     128.300 146106.5 370970610202 1540.4018  1524.8839  1053.8482 582.5536
## 50          NA 146175.5 370999493464 1625.2308  1478.5385  1037.6538 640.0769
## 51      75.030 146230.5 371010408370 2275.8571  2252.4405  1505.4167 799.4524
## 52          NA 146276.0 371039202145 1385.0000  1379.2857  1038.7143 591.0000
## 53      60.830 146298.0 371050304233 1625.0000  1598.8378  1087.7027 587.6757
## 54      56.240 146340.0 371070108067 1217.5957  1190.5957   847.1277 491.9362
## 55      95.876 146388.5 371090706750 1628.8200  1612.0200  1157.9400 640.4400
## 56      15.290 146429.0 371119705425 1455.1290  1420.5484  1051.3226 579.3871
## 57       2.050 146458.5 371139704221 1228.9286  1219.2857   924.0000 560.6786
## 58      31.570 146480.5 371150104565 1337.8125  1271.0625   953.5000 528.2500
## 59     147.500 146499.0 371179703478 1097.8095  1088.7619   788.9524 451.0000
## 60    9324.310 146787.0 371190095454 1899.6649  1872.1045  1269.1874 727.1099
## 61          NA 147071.5 371219502502 1074.2857  1043.8571   795.4286 454.3571
## 62       3.550 147089.5 371239602824 1242.6364  1193.0909   863.3182 473.2273
## 63      59.430 147129.0 371259506046 1677.7018  1657.1228  1212.9123 683.5965
## 64     382.280 147190.0 371270107872 1446.2000  1415.4923   994.6615 564.9231
## 65    1594.160 147282.5 371290277119 1868.5917  1811.1083  1272.2250 780.3000
## 66       7.100 147353.5 371319202461  917.5455   876.8182   683.1364 392.1818
## 67          NA 147412.5 371330115437 2019.9167  1806.2708  1074.7917 667.3438
## 68     137.170 147498.0 371350112661 1905.8400  1757.1867  1185.9067 700.3867
## 69          NA 147542.0 371379532247  980.1538   923.6154   764.9231 411.6923
## 70          NA 147561.5 371399604432 1518.4231  1424.8077  1031.3077 568.4615
## 71     407.250 147590.5 371419224926 1844.3750  1804.7500  1299.9375 680.1875
## 72          NA 147612.5 371439201510 1121.5833  1107.8333   842.8333 493.2500
## 73      25.690 147631.5 371459203659 1511.7308  1489.3077  1074.0000 605.5385
## 74      82.480 147692.5 371470010013 1847.6250  1776.1458  1113.4271 720.5104
## 75      50.980 147746.5 371499201939 1704.8333  1679.0833  1316.9167 753.9167
## 76     106.270 147795.5 371510309193 1662.3023  1641.6395  1146.8605 651.6395
## 77      10.000 147859.0 371539706076 1102.1707  1064.3415   745.6098 452.3415
## 78     605.140 147923.5 371559610364 1516.3864  1475.2386   973.3864 522.3750
## 79          NA 148002.0 371570408473 1322.7536  1301.7246   948.7536 539.1449
## 80     734.120 148083.5 371590511557 1485.1596  1440.2979  1019.7447 556.3936
## 81     166.200 148156.5 371619606697 1279.4615  1255.8846   912.0000 506.6346
## 82      36.910 148205.0 371639705205 1412.4667  1392.7556   944.8222 523.0444
## 83    1183.260 148241.0 371650103414 1306.0000  1208.3333   876.8148 485.6667
## 84      18.930 148277.5 371679307617 1328.5652  1286.3261   927.2826 515.5870
## 85       6.240 148316.0 371690704139 1480.8065  1462.8710  1083.9355 622.6452
## 86     166.710 148361.0 371719306591 1222.0169  1204.6780   858.9322 491.2712
## 87      20.500 148396.5 371739568841 1187.8333  1171.7500   821.4167 453.5833
## 88    1293.630 148415.0 371759603526 1340.5200  1298.7600  1014.6000 564.9200
## 89          NA 148430.0 371779601002  823.8000   685.0000   660.8000 326.2000
## 90     259.295 148484.0 371790205833 2200.9126  2173.0485  1398.4078 729.7573
## 91      38.940 148552.0 371819605639 1347.9394  1324.2424   907.1212 510.7273
## 92    1346.050 148796.0 371830572273 2300.1275  2251.0352  1527.2132 858.2374
## 93          NA 149031.0 371859502142 1335.5333  1271.8667   961.1333 518.6667
## 94      24.000 149046.0 371879501670  810.4000   797.0000   559.0667 338.2000
## 95      38.880 149069.0 371899205460 1745.7097  1560.2903   999.4839 656.6129
## 96      94.460 149122.0 371910008519 1653.3600  1608.5867  1094.7333 642.0400
## 97      28.350 149186.0 371939606553 1291.6981  1271.4906   925.7925 535.0000
## 98      48.380 149240.0 371950008696 1478.8364  1450.4364  1004.5818 584.1455
## 99          NA 149281.5 371970503224 1345.1786  1332.5000   951.1786 551.7143
## 100     79.670 149302.0 371999602314 1359.0000  1346.8462  1009.1538 569.3846
##      acstothu   minorpop   minorpct lowincome lowincpct    lesshs  lesshspct
## 1    617.2478  503.21239 0.36638784  549.8673 0.4174402 138.30973 0.16106337
## 2    683.2917  203.08333 0.13480558  582.7917 0.3879962 205.16667 0.19521105
## 3    741.8182  129.54545 0.12637604  481.3636 0.4884076 175.09091 0.23365562
## 4    610.2105  737.78947 0.55959010  581.5263 0.4721476 185.36842 0.19164984
## 5    802.2273   90.27273 0.07734615  455.0455 0.3879327 144.86364 0.16137970
## 6    885.3750  137.68750 0.09512622  402.4375 0.4580288 145.31250 0.15824990
## 7    740.8571  461.40000 0.38511595  572.0000 0.4676535 119.65714 0.13187570
## 8    492.0500  645.45000 0.59923326  458.7500 0.4699756 154.75000 0.18105236
## 9    576.6774  493.93548 0.45789805  556.0645 0.5282522 154.77419 0.19129775
## 10   966.3111  257.18889 0.14800353  435.1333 0.2979744 105.81111 0.09390192
## 11   789.5519  270.78571 0.16561525  542.2013 0.3552642 109.04545 0.09264570
## 12   708.4828  283.50000 0.16181111  630.1552 0.4088125 211.34483 0.19905904
## 13   830.7766  710.84043 0.33755975  597.0532 0.3273445 141.51064 0.12475242
## 14   612.0968  163.98387 0.13623437  536.4839 0.4369692 192.14516 0.20592006
## 15   704.6667  341.16667 0.16031274  497.8333 0.2440306 173.66667 0.12930086
## 16   693.2083  130.50000 0.12501450  283.9583 0.2754435  63.93056 0.08136868
## 17   598.7778  490.72222 0.38997361  467.7222 0.3974021 190.22222 0.20542034
## 18   723.0842  398.57895 0.23764023  584.0211 0.3637524 168.67368 0.15466219
## 19   901.5714  567.68571 0.26847936  578.9429 0.3080175 172.17143 0.13077810
## 20   862.0952  115.09524 0.07971821  534.5714 0.4130994 138.66667 0.14873041
## 21   521.5000  407.85714 0.32891504  431.2143 0.3595807 120.14286 0.13844495
## 22  1044.1429   97.14286 0.05476915  673.8571 0.4301222 136.85714 0.12365401
## 23   565.9610  340.15584 0.28879995  562.4156 0.4598837 138.31169 0.16966641
## 24   558.5106  487.14894 0.39639378  544.1489 0.4751125 154.51064 0.17251402
## 25   732.9844  548.75000 0.37025334  535.5312 0.3790846 124.32812 0.13466670
## 26   747.8923  953.65128 0.56149506  676.5846 0.4321061  97.44103 0.10091263
## 27  1037.1333  220.26667 0.10272042  473.8667 0.2669347 132.00000 0.09136921
## 28  1078.5938  138.96875 0.08847438  323.4688 0.2152911  56.03125 0.05064283
## 29   688.0648  297.37037 0.21677356  574.2407 0.4134189 176.68519 0.18121879
## 30   743.2800  257.16000 0.15259076  505.0400 0.2957047 159.16000 0.13818610
## 31   761.0588  838.00000 0.47423996  911.8824 0.5152684 303.44118 0.25129382
## 32   872.0850 1157.01307 0.55135742  634.9935 0.3464626 158.88889 0.13382685
## 33   530.7447  722.08511 0.65018190  569.2553 0.5205601 158.25532 0.20412254
## 34   672.3539  657.32099 0.43480323  554.8148 0.3857062 114.95885 0.12358054
## 35   933.7333  788.60000 0.41599298  757.2000 0.3926509 237.13333 0.17316196
## 36   530.5145  337.69364 0.29255741  468.1503 0.4083612 131.69364 0.16806135
## 37   533.6000  427.50000 0.37502417  345.2000 0.3064562 114.50000 0.13856905
## 38   752.1250  141.12500 0.13159889  507.2500 0.5102192 143.87500 0.20654299
## 39   752.1562  769.37500 0.44902076  585.7812 0.3574983 203.81250 0.17857174
## 40   639.6923  857.30769 0.50874970  696.4615 0.4430114 297.69231 0.25728639
## 41   776.5171  880.81849 0.50324802  636.1678 0.4118908 129.90411 0.12543561
## 42   508.2157  623.52941 0.61896109  514.8431 0.5291127 160.84314 0.23226848
## 43   839.8361  816.90164 0.38726791  826.8197 0.4079665 187.45902 0.14666013
## 44   737.4583   89.58333 0.06974944  417.1250 0.3501710 112.14583 0.12502418
## 45   790.8194  264.83333 0.17175784  485.0972 0.3301508 118.69444 0.10951766
## 46   559.5789  846.05263 0.67658559  552.7368 0.4943198 183.00000 0.21197049
## 47   828.3600 1270.96000 0.59910684  894.6000 0.4519992 190.76000 0.15621910
## 48   541.5000  369.16667 0.26815016  344.1667 0.3094445 118.16667 0.12494005
## 49   650.3036  365.90179 0.24765476  452.4196 0.3213845 116.20536 0.12328063
## 50  1041.2692  309.76923 0.17013023  603.6923 0.4158219 120.80769 0.11329549
## 51   877.2024  722.50000 0.33985099  790.8690 0.4130195 206.82143 0.16867690
## 52   708.2857  522.00000 0.35035799  711.2857 0.5212350 191.00000 0.18566867
## 53   661.1622  681.72973 0.43721250  654.8378 0.4262892 180.08108 0.18384519
## 54   586.1702  615.59574 0.55905630  572.2128 0.5143607 165.95745 0.21593098
## 55   704.5400  243.36000 0.15357922  564.7800 0.3792087 167.14000 0.15292776
## 56   687.0000  182.16129 0.13220938  604.5806 0.4300900 170.41935 0.16820049
## 57   912.7500  131.57143 0.10542701  453.8929 0.3840277 104.92857 0.11932434
## 58   680.7500   79.06250 0.05580211  489.9375 0.3966755 139.31250 0.15180438
## 59   552.7619  526.23810 0.52007524  463.4286 0.4439387 131.76190 0.16717262
## 60   785.2162 1001.04685 0.50884357  553.1171 0.3028222 125.91171 0.10285855
## 61   629.4286   81.64286 0.07417470  367.3571 0.3517350 122.92857 0.17358753
## 62   737.9545  456.45455 0.35259915  526.7727 0.4545660 178.77273 0.20578410
## 63   818.2105  382.59649 0.24504187  482.3333 0.3225237 116.36842 0.11253872
## 64   659.6308  717.64615 0.51998861  506.5538 0.3901742 145.21538 0.16136440
## 65   910.3667  428.13333 0.23430134  627.8333 0.3617816  89.73333 0.07403077
## 66   530.4545  562.77273 0.58645946  420.3182 0.4662727 140.36364 0.19343314
## 67   817.7188  678.06250 0.33634818  716.0208 0.3990539  94.21875 0.09443355
## 68   766.6933  584.18667 0.30402591  507.9200 0.3056277  86.37333 0.07371168
## 69   593.9231  252.61538 0.25052233  365.2308 0.3808610  91.69231 0.11334706
## 70   658.0000  685.80769 0.46773913  537.5769 0.4061748 139.42308 0.14148143
## 71   893.7812  465.06250 0.24093321  569.4688 0.3090140 162.15625 0.12100185
## 72   594.6667  312.91667 0.24381010  423.6667 0.3265051 113.41667 0.11926838
## 73   708.7692  508.34615 0.35292864  557.1154 0.3897150 146.65385 0.15027934
## 74   818.3646  837.21875 0.45184130  775.5521 0.4590553 117.94792 0.11242899
## 75   972.8333  242.91667 0.13838409  547.0000 0.3180246 119.41667 0.08926729
## 76   722.6395  343.16279 0.20997913  655.4651 0.4104823 213.19767 0.19328012
## 77   521.4634  470.43902 0.41900496  522.1220 0.5046213 147.19512 0.19642232
## 78   603.0114 1129.88636 0.73012599  808.3068 0.5562222 223.26136 0.23339339
## 79   637.3478  363.60870 0.26714038  528.5652 0.4101226 165.13043 0.17479987
## 80   652.4362  410.07447 0.28923702  552.0213 0.3882254 150.19149 0.15112388
## 81   659.1346  211.90385 0.17218671  530.8269 0.4278625 158.55769 0.17539240
## 82   613.5556  688.71111 0.50048924  668.5778 0.4881783 210.93333 0.21708758
## 83   566.4815  736.51852 0.57434103  626.5185 0.5494986 176.70370 0.19973572
## 84   600.8261  254.45652 0.20703864  472.6522 0.3902536 138.23913 0.15191692
## 85   715.6774  129.74194 0.09390145  493.3226 0.3482443 178.35484 0.17394059
## 86   576.7797  192.89831 0.15398007  512.8475 0.4217325 186.35593 0.21400064
## 87   745.9167  448.83333 0.29115646  559.7500 0.4205642 178.41667 0.20406917
## 88   782.4000  129.96000 0.08474291  501.1600 0.3971499 116.00000 0.11777856
## 89   445.8000  384.40000 0.38438057  352.2000 0.4084500 161.80000 0.20181076
## 90   773.2427  603.22330 0.27861942  518.3592 0.2668766 142.47573 0.11648696
## 91   609.6061  808.51515 0.66034214  661.1212 0.5370607 181.75758 0.21836497
## 92   926.2110  912.88132 0.37327769  527.2527 0.2515221 110.94725 0.07780403
## 93   796.5333  823.80000 0.57548578  581.4667 0.4378546 187.53333 0.18868625
## 94   430.5333  450.13333 0.49759896  385.0000 0.4404899 112.20000 0.18006760
## 95  1081.2903  141.67742 0.08092238  685.9032 0.4140439 104.61290 0.09945259
## 96   720.9867  764.82667 0.48479155  722.3067 0.4656346 174.01333 0.17173443
## 97   631.6981  160.75472 0.12670923  549.6226 0.4335968 198.52830 0.21727845
## 98   654.6364  780.90909 0.57064458  632.2545 0.4934099 197.81818 0.22799302
## 99   621.4643  209.21429 0.15066664  556.3214 0.4282694 180.42857 0.18439632
## 100  862.3846  100.53846 0.07497696  610.1538 0.4525804 159.69231 0.15618317
##        under5  under5pct   over64 over64pct   pre1960 pre1960pct  vuleopct
## 1    82.71681 0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140
## 2    75.91667 0.05013226 295.3750 0.1978350  98.83333 0.15204557 0.2614009
## 3    40.09091 0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918
## 4    62.94737 0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688
## 5    53.36364 0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394
## 6    40.18750 0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775
## 7    65.48571 0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847
## 8    42.20000 0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044
## 9    57.90323 0.05804781 217.8065 0.2077864  86.12903 0.16127426 0.4930751
## 10   58.94444 0.03692417 413.1333 0.3172753  32.61111 0.04079631 0.2229890
## 11   83.55844 0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397
## 12   73.68966 0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118
## 13  137.61702 0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521
## 14   66.72581 0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018
## 15   82.00000 0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717
## 16   41.16667 0.03641695 225.5139 0.2491433  88.25000 0.14579878 0.2002290
## 17   58.77778 0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879
## 18   93.47368 0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963
## 19   98.65714 0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484
## 20   53.76190 0.03644420 372.2381 0.2927199  98.76190 0.12519774 0.2464088
## 21   47.42857 0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479
## 22   57.28571 0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457
## 23   69.98701 0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418
## 24   59.97872 0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531
## 25  104.43750 0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689
## 26  130.36923 0.07146213 191.2821 0.1234708  75.18462 0.12772951 0.4968006
## 27   93.33333 0.04177162 266.4000 0.1572178  72.06667 0.07546156 0.1848275
## 28   52.40625 0.03357815 224.4062 0.1591291  87.46875 0.06585532 0.1518827
## 29   83.22222 0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962
## 30   79.24000 0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477
## 31  109.44118 0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542
## 32  134.18954 0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100
## 33   66.85106 0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710
## 34   93.57613 0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547
## 35  121.16667 0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219
## 36   74.67052 0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593
## 37   47.60000 0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402
## 38   44.62500 0.04369245 248.7500 0.2319127  98.62500 0.15145431 0.3209090
## 39   90.59375 0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595
## 40   82.15385 0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806
## 41  106.83562 0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694
## 42   53.37255 0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369
## 43  160.75410 0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172
## 44   59.64583 0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602
## 45   76.79167 0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543
## 46   58.42105 0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527
## 47  186.16000 0.07442228 192.7600 0.1116875  64.80000 0.10680578 0.5255530
## 48   46.66667 0.03172541 147.8333 0.1205571  72.33333 0.08205631 0.2887973
## 49   85.83036 0.05558499 234.3661 0.1568829  96.66964 0.17699338 0.2845196
## 50   75.00000 0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761
## 51  146.63095 0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352
## 52   61.85714 0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965
## 53  104.89189 0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508
## 54   69.74468 0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085
## 55   82.28000 0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940
## 56   63.61290 0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497
## 57   60.10714 0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273
## 58   59.75000 0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388
## 59   58.71429 0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070
## 60  128.72072 0.06522193 202.1928 0.1133439  85.37117 0.13903627 0.4058329
## 61   47.78571 0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549
## 62   68.77273 0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826
## 63   94.08772 0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828
## 64   81.32308 0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814
## 65   94.28333 0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415
## 66   42.09091 0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661
## 67  182.72917 0.08478579 174.9688 0.1040546  67.39583 0.11383226 0.3677010
## 68   87.90667 0.04260098 244.8533 0.1307914  98.25333 0.14245257 0.3048268
## 69   35.61538 0.03404130 275.6154 0.2586799  96.30769 0.16168913 0.3156917
## 70   95.61538 0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570
## 71  104.65625 0.04728447 323.0938 0.1809942  87.90625 0.11462612 0.2749736
## 72   51.00000 0.04028613 298.5833 0.1937675  96.50000 0.14325266 0.2851576
## 73   79.19231 0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218
## 74  108.76042 0.05492115 228.5312 0.1349315  89.69792 0.16668811 0.4554483
## 75   56.50000 0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044
## 76   94.16279 0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307
## 77   67.78049 0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131
## 78  102.69318 0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741
## 79   68.18841 0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315
## 80   83.77660 0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312
## 81   65.25000 0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246
## 82   90.91111 0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338
## 83   81.55556 0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198
## 84   74.76087 0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461
## 85   66.16129 0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729
## 86   62.88136 0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563
## 87   74.83333 0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603
## 88   56.40000 0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464
## 89   23.40000 0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153
## 90  129.07767 0.05687711 264.7476 0.1287587  67.33981 0.10678785 0.2727480
## 91   83.75758 0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014
## 92  145.90989 0.05845153 250.2242 0.1242591  65.79341 0.10077470 0.3123999
## 93   57.13333 0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702
## 94   42.40000 0.04705728 184.9333 0.2228574  97.13333 0.20507851 0.4690444
## 95   57.67742 0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831
## 96  111.17333 0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131
## 97   64.24528 0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530
## 98   87.72727 0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272
## 99   70.71429 0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680
## 100  63.53846 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787
##         vuleo      dispeo      dslpm   cancer      resp    ptraf       pwdis
## 1    535.9212   32.591983 0.31652977 34.59308 0.4576592       NA          NA
## 2    405.8671 -141.949213 0.17280304 30.84475 0.3938572       NA          NA
## 3    308.8310  -44.500683 0.09937925 21.84325 0.2680125       NA          NA
## 4    670.7667  199.008126 0.17955891 35.18457 0.4911926       NA          NA
## 5    276.5605 -154.695441 0.09294807 20.98061 0.2573567       NA          NA
## 6    300.3192  -87.110398 0.09034049 20.49582 0.2441193       NA          NA
## 7    519.7859   41.685262 0.15565777 26.63451 0.3599771       NA          NA
## 8    572.3331  224.436740 0.13397961 26.28007 0.3434102       NA          NA
## 9    530.2882  144.346120 0.14271858 29.93067 0.4174150       NA          NA
## 10   348.2231 -151.043062         NA       NA        NA       NA          NA
## 11   414.2111 -171.080960 0.25221749 27.28900 0.3505627       NA          NA
## 12   468.8633  -79.000322 0.22037398 32.32983 0.4271602       NA          NA
## 13   657.2000 -101.875670 0.43115183 38.02914 0.5219152       NA          NA
## 14   354.1364 -113.060554 0.20561481 31.33500 0.4103644       NA          NA
## 15   419.5000 -197.223193 0.15473071 23.80679 0.3058080       NA          NA
## 16   209.5189 -129.530331         NA       NA        NA       NA          NA
## 17   495.2352   47.643057 0.17573368 30.89038 0.4054905       NA          NA
## 18   497.5845  -86.769046 0.27514719 35.77856 0.4574717       NA          NA
## 19   576.4735 -129.813681 0.21132811 33.67628 0.4570581       NA          NA
## 20   329.2558 -137.412566 0.11272115 25.91320 0.3310356       NA          NA
## 21   424.2037   64.816078 0.14649305 24.60909 0.3230565       NA          NA
## 22   386.4494 -160.690102 0.09703504 24.81827 0.3090753       NA          NA
## 23   454.6878    7.754956 0.27300703 36.16066 0.4749268       NA          NA
## 24   530.8153  106.580370 0.14971195 30.14047 0.4188799       NA          NA
## 25   547.6264  -22.869893 0.15709208 28.68126 0.4230975       NA          NA
## 26   828.0457  224.803074         NA       NA        NA       NA          NA
## 27   349.8125 -259.318962         NA       NA        NA       NA          NA
## 28   232.1986 -163.410813         NA       NA        NA       NA          NA
## 29   442.1939  -97.844722 0.30975191 35.46591 0.4711024       NA          NA
## 30   382.7131 -212.217265 0.26214080 33.62059 0.4463013       NA 0.001438777
## 31   880.0032  264.714198 0.15359399 29.10694 0.3960308       NA          NA
## 32   915.7598  206.299586 0.42433954 39.47396 0.4954464       NA          NA
## 33   649.2844  247.364121 0.21027140 29.79396 0.3903928       NA          NA
## 34   611.1772   69.565758 0.32319878 35.65933 0.4513286       NA          NA
## 35   783.4805   17.201756 0.19755063 32.25461 0.4315558       NA          NA
## 36   407.1872  -36.250065 0.37583540 39.66390 0.5181158       NA          NA
## 37   387.6701  -21.892642 0.15082953 26.09084 0.3409217       NA          NA
## 38   328.2875  -50.574856 0.08549048 22.75260 0.2944589       NA          NA
## 39   696.1428   44.479119 0.22703138 34.50889 0.4544088       NA          NA
## 40   804.7418  232.352740 0.15781048 28.32582 0.3730194       NA          NA
## 41   772.4190  137.304832         NA       NA        NA       NA          NA
## 42   577.5869  218.267264 0.22280477 31.13998 0.4217635       NA          NA
## 43   834.1685   77.217501 0.21282488 34.21505 0.4802159       NA          NA
## 44   256.1733 -189.773316 0.13080635 22.33353 0.2847963       NA          NA
## 45   379.2198 -179.753889         NA       NA        NA       NA          NA
## 46   730.2465  279.982308 0.15574047 27.98550 0.3665439       NA          NA
## 47  1096.9498  342.657287         NA       NA        NA       NA          NA
## 48   385.0393   66.671538         NA       NA        NA       NA          NA
## 49   412.0953 -133.516704 0.33445751 35.22766 0.4816882       NA          NA
## 50   494.0606  -81.597925 0.10358560 22.44427 0.2850856       NA          NA
## 51   761.6580  -44.453147 0.26336824 32.23070 0.4457265       NA          NA
## 52   618.1292  127.560687 0.12913767 28.38102 0.4164428       NA          NA
## 53   675.1211   99.544223 0.23751193 34.57777 0.5685818 129.5365          NA
## 54   600.3022  169.028421 0.19174867 28.79850 0.3973143       NA          NA
## 55   407.8475 -169.082360 0.27066314 35.37423 0.4688820       NA          NA
## 56   401.6876 -113.720770 0.18049430 27.73757 0.3567475       NA          NA
## 57   294.2633 -141.024552 0.10728014 24.04552 0.3083235       NA          NA
## 58   294.0973 -179.757404 0.12293083 23.88297 0.3029172       NA          NA
## 59   496.8406  107.995216 0.15708419 26.69859 0.3526753       NA          NA
## 60   780.2090  107.345544         NA       NA        NA       NA          NA
## 61   229.5586 -150.954604 0.11498830 22.19441 0.2720081       NA          NA
## 62   513.8405   73.697335 0.16986314 34.81807 0.4974464       NA          NA
## 63   435.6780 -158.565803 0.18304542 35.46156 0.4806656       NA          NA
## 64   617.7099  105.464282 0.25970971 31.13754 0.4141487       NA          NA
## 65   543.1824 -118.674851         NA       NA        NA       NA          NA
## 66   504.4648  179.469161 0.16710775 29.46246 0.3895834       NA          NA
## 67   726.9245   11.467733         NA       NA        NA       NA          NA
## 68   576.5700  -98.480650 0.34352809 36.04644 0.4767221       NA          NA
## 69   322.7673  -24.404257         NA       NA        NA       NA          NA
## 70   624.2673   86.440134 0.20981541 24.66018 0.3213893       NA          NA
## 71   523.4460 -129.833675         NA       NA        NA       NA          NA
## 72   371.1532  -26.112882 0.14477123 23.80005 0.3060401       NA          NA
## 73   537.5622    2.105488 0.19609886 31.66348 0.4144187       NA          NA
## 74   821.9861  167.555219 0.24078693 29.04834 0.3926509       NA          NA
## 75   398.8702 -204.983705 0.19421313 30.18075 0.3892443       NA          NA
## 76   504.3061  -84.483258 0.26155204 34.46271 0.4531987       NA          NA
## 77   504.4140  114.023843 0.20145933 35.34499 0.4992846 138.3595          NA
## 78   980.2410  443.135290 0.22040500 32.47018 0.4575729       NA          NA
## 79   450.2984  -18.222421 0.21340966 31.89096 0.4139661       NA          NA
## 80   490.9233  -35.121845 0.35304974 36.59263 0.4923564       NA          NA
## 81   377.0244  -76.162290 0.21621754 34.06881 0.4507877       NA          NA
## 82   683.7422  183.444967 0.16318634 30.51232 0.4137775       NA          NA
## 83   702.2288  239.642104 0.19567271 35.15641 0.4991327       NA          NA
## 84   371.7971  -98.782171 0.25156630 38.86160 0.4982897       NA          NA
## 85   314.8444 -209.658893 0.17646868 29.92433 0.3784246       NA          NA
## 86   357.2810  -75.558754 0.18749997 28.03075 0.3634573       NA          NA
## 87   508.1537   87.421784         NA       NA        NA       NA          NA
## 88   323.8429 -150.970825 0.10196269 24.20718 0.2988564       NA          NA
## 89   384.6713   92.880395 0.12935258 23.23082 0.2950123       NA          NA
## 90   566.8866 -212.679081 0.33612482 36.75110 0.5062466       NA          NA
## 91   740.7816  263.339938 0.23126831 33.08215 0.4339669       NA          NA
## 92   727.1955  -87.512275 0.42932467 36.51520 0.4943147       NA          NA
## 93   716.6377  243.590316 0.16923835 30.93600 0.4110591       NA          NA
## 94   418.3383  131.293687 0.13331156 24.87767 0.3325719       NA          NA
## 95   482.2409 -136.091413 0.12426784 21.94132 0.2672414       NA          NA
## 96   752.3040  166.682069 0.20878279 31.65313 0.4197343       NA          NA
## 97   359.9629  -97.558045 0.15159615 27.88877 0.3647305       NA          NA
## 98   715.1185  191.312987 0.25919652 31.51647 0.4133079 201.7222          NA
## 99   385.4222  -91.041604 0.20863734 30.39726 0.4044873       NA          NA
## 100  358.0441 -123.315183 0.09633023 21.61371 0.2668410       NA          NA
##            pnpl       prmp      ptsdf    ozone     pm25  d_dslpm_2  d_cancr_2
## 1   0.018487268 0.46651075 1.08713271 43.45316 8.297337  20.551376  1203.8700
## 2   0.037912568 0.09692420 0.12815287 43.16748 8.401689 -24.041662 -4428.8246
## 3   0.049249745 0.04654865 0.04657801 42.31874 7.133256  -4.067480  -987.8557
## 4   0.045261657 0.05523394 0.23587285 42.09358 7.856333  36.596005  7057.9545
## 5   0.070518297 0.02690828 0.22496000 42.85610 6.934824 -13.882709 -3251.3249
## 6   0.016394080 0.02883423 0.05077100 42.75757 6.909698  -7.962184 -1806.5473
## 7   0.156930039 0.21707499 0.27701601 39.17018 7.163471  11.160443  1190.8372
## 8   0.016108952 0.17717621 0.05320158 39.68727 7.278513  30.140105  5922.3808
## 9   0.025594423 0.18182049 0.16304169 39.02552 7.724246  20.639936  4327.5557
## 10  0.069348304 0.14680634 0.36927853 37.20899 7.038491         NA         NA
## 11  0.170159994 0.23896088 1.47101235 43.01987 7.345986 -34.807720 -4595.5819
## 12  0.018509797 0.60736785 0.60848659 42.68886 8.180606 -14.220791 -2495.3479
## 13  0.215837087 0.40999325 0.67363869 46.20573 8.761144 -33.020743 -3669.8362
## 14  0.020028869 0.79875696 1.46360828 42.81260 8.063705 -19.448456 -3585.2037
## 15  0.016490846 0.14004003 0.09201705 40.84772 6.815600 -31.166904 -4722.7950
## 16  0.042450175 0.04642283 0.29240034       NA       NA         NA         NA
## 17  0.038654448 0.09087409 0.11376247 42.59759 8.082435   7.942334  1467.0650
## 18  0.043979867 0.71651389 1.54476147 44.06155 8.792430 -17.436018 -2885.2142
## 19  0.030940689 0.39990107 0.14415137 42.77030 8.350016 -32.181789 -4622.3431
## 20  0.011506724 0.11398211 0.15278969 39.93143 7.372454 -16.497980 -3658.6480
## 21  0.012155968 0.04779760 0.06446356 39.48394 7.050079  10.168985  1613.3788
## 22  0.012503830 0.05276495 0.07688091 38.52373 7.243753 -15.284781 -3979.9191
## 23  0.106017820 0.39733422 0.61789945 43.77920 8.837614   6.773251   343.0038
## 24  0.038614054 0.06998162 0.31620173 37.60878 7.551723  16.496518  3253.2133
## 25  0.106926145 0.42529881 0.37592439 38.15876 7.074984  -1.149317  -815.0022
## 26  0.172371297 0.38488849 0.95848908 42.57637 8.496981         NA         NA
## 27  0.016751439 0.09288359 0.04610997       NA       NA         NA         NA
## 28  0.007005027 0.16419952 0.21525972       NA       NA         NA         NA
## 29  0.027097171 0.47450556 0.85883220 45.75724 8.415621 -18.788098 -3233.2286
## 30  0.039966488 0.19717246 0.32604591 45.29172 8.444352 -54.564412 -7137.7812
## 31  0.018890780 0.19092452 0.11223393 38.91913 7.685799  42.282331  7716.2569
## 32  0.072952634 0.48767075 2.53619109 43.33128 8.889867  99.323169  8727.8340
## 33  0.015702364 0.60229497 0.44352947 41.06751 7.849900  59.011437  7571.0044
## 34  0.027115581 0.45475852 2.80220190 45.62033 8.323611  32.605858  2701.6437
## 35  0.029152717 0.14192604 0.26961895 42.36211 8.351386   1.722497   535.1733
## 36  0.333406657 1.08978188 1.69676397 44.64218 9.068831  -5.934967 -1126.4565
## 37  0.022082794 0.05798133 0.07133688 39.87465 7.206519  -3.327160  -566.2376
## 38  0.015646146 0.05651647 0.07363816 41.10496 7.178174  -5.027040 -1171.6520
## 39  0.309771440 0.23518987 0.82028443 42.89987 8.461853  16.227701  1752.3992
## 40  0.018346811 0.06687062 0.09456515 40.92197 7.861686  36.680871  6588.0666
## 41  0.014239096 0.68341145 3.47950235 45.49677 8.297834         NA         NA
## 42  0.012602661 0.48075172 0.39617224 40.64639 7.813898  43.870843  6684.4612
## 43  0.031884113 0.26290582 0.17011664 42.33418 8.512906  17.262215  2627.8827
## 44  0.263121311 0.56991820 0.23949379 43.09712 7.094344 -23.576567 -4205.6319
## 45  0.159313674 0.19636730 0.85179504 42.23842 7.545074         NA         NA
## 46  0.014607220 0.08537003 0.24381093 39.84965 7.400615  42.835331  7816.2670
## 47  0.075163949 0.69033708 0.12642215 42.44037 8.237348         NA         NA
## 48  0.008852141 0.01458916 0.01079700       NA       NA         NA         NA
## 49  0.167157907 0.65273912 0.78886206 45.18093 8.764580 -39.305533 -4823.7465
## 50  0.061130664 0.13627221 0.16023591 40.21792 7.084506 -10.091257 -1871.3535
## 51  0.025035707 0.41393380 0.23723157 41.76211 8.473712  -9.279486 -1500.3830
## 52  0.030255525 0.07672506 0.06736424 38.41021 7.287337  16.318307  3657.2599
## 53  0.024198807 0.32997824 0.98595583 42.39778 8.334647  28.768817  3472.7808
## 54  0.018016999 0.40917782 0.24472760 40.11526 7.688266  35.785793  4908.2969
## 55  0.040408049 0.53119444 0.71207911 44.62358 8.937224 -40.577344 -5884.8501
## 56  0.027711393 0.22703076 0.40135613 42.49923 7.532774 -16.968279 -3077.8925
## 57  0.023084511 0.26052792 0.04351834 37.77120 7.115526 -13.922160 -3354.1415
## 58  0.033400503 0.11140618 0.27539939 43.80217 7.177182 -22.799946 -4321.9475
## 59  0.031709454 0.17037817 0.03827832 40.02853 7.372141  17.610881  2897.1718
## 60  0.067862546 0.66508485 2.90562508 45.63926 9.053602         NA         NA
## 61  0.020664862 0.04479133 0.20259426 42.99487 6.937168 -17.519777 -3352.1092
## 62  0.024453482 0.29464461 0.13744873 42.48438 7.548112  12.808992  2579.9124
## 63  0.227353908 0.17509230 0.20682394 42.23749 7.873792 -28.471171 -5800.1959
## 64  0.014516391 0.47430853 0.76606257 41.45326 8.070645  31.534701  3323.5950
## 65  0.128909967 0.46380382 2.50534509       NA       NA         NA         NA
## 66  0.012196882 0.22838202 0.14664309 40.25518 7.667405  31.739172  5377.0854
## 67  0.286745662 0.19709319 0.63343122       NA       NA         NA         NA
## 68  0.040670809 0.14261019 1.70097135 43.06996 8.642183 -26.492157 -3277.0682
## 69  0.039207659 0.15626147 0.12481899       NA       NA         NA         NA
## 70  0.017189212 0.65990225 0.72070612 40.29246 6.873827  24.157500  2222.2731
## 71  0.036057435 0.09209085 0.12745439       NA       NA         NA         NA
## 72  0.012246907 0.22487321 0.07536073 39.66935 6.968614  -3.732316  -600.7129
## 73  0.185567328 0.29293685 0.28197182 42.80025 8.243473   7.858191   156.6856
## 74  0.036455741 0.27846276 1.40174886 40.68700 7.640995  46.381466  4914.9433
## 75  0.054191449 0.06769332 0.06543010 42.61664 8.065378 -40.768210 -6189.2647
## 76  0.015957430 0.33723267 0.95011376 44.24613 8.098258 -18.110936 -2812.9806
## 77  0.109754706 0.41265198 0.31866491 41.82070 7.775240  23.949293  4014.6142
## 78  0.024348766 0.54838042 0.31598072 40.78964 8.097868  93.864929 14312.4573
## 79  0.021662653 0.54577698 0.72282342 43.40692 7.935987  -2.351094  -561.4391
## 80  0.121167003 0.52435863 0.84194379 45.84296 8.610601  -1.456152 -1092.5594
## 81  0.030520071 0.44827288 0.52553177 43.01237 8.377364 -12.060370 -2452.1705
## 82  0.024504754 0.34267322 0.24234168 40.44053 8.094001  29.088417  5546.7069
## 83  0.030816195 0.30240859 0.28337228 41.85259 8.046123  48.043113  8486.5525
## 84  0.031207508 0.30997159 0.19452894 43.96000 8.056566 -19.782266 -3404.0299
## 85  0.024554835 0.09221757 0.32579919 43.85664 7.818871 -36.860752 -6276.2788
## 86  0.032553165 0.42729318 0.17932866 42.81762 7.638205 -13.312812 -2111.8831
## 87  0.028924486 0.04305214 0.20126995 40.71103 7.311667         NA         NA
## 88  0.036143224 0.20702273 0.76833204 41.13817 7.122076 -16.078811 -3692.1865
## 89  0.009602298 0.13897133 0.03473965 38.95505 6.717312  12.014319  2157.6878
## 90  0.050049336 0.34594334 1.01051814 43.77941 8.611828 -67.587978 -7958.5588
## 91  0.053054379 0.35135000 0.60129843 42.10568 8.223186  61.006643  8724.8916
## 92  0.127167325 0.22285693 2.04847960 43.24921 8.914699 -22.203707 -3083.1211
## 93  0.023064707 0.04557286 0.04271949 41.31524 7.980443  40.327023  7541.5281
## 94  0.018353096 0.30255465 0.05122357 39.13543 7.030489  17.607095  3307.8067
## 95  0.025480489 0.02745375 0.43563828 42.88532 6.975358 -14.157800 -2943.2669
## 96  0.013158771 0.18919366 0.54042891 41.01689 8.147968  38.922582  5520.0693
## 97  0.036488529 0.68584650 0.32942549 42.38774 7.707809 -12.019035 -2652.8743
## 98  0.014350935 0.95566333 0.60423848 41.58397 8.106571  52.645706  6138.7943
## 99  0.127921350 0.17458549 0.19750888 43.62504 8.100779 -16.699409 -2764.4715
## 100 0.028564969 0.04211164 0.35770114 43.58217 6.937257 -11.385999 -2649.4924
##     d_ptraf_2  d_pwdis_2    d_pnpl_2   d_ptsdf_2  d_ozone_2    d_pm25_2
## 1          NA         NA   0.5917337   26.870053  1412.7912   275.69598
## 2          NA         NA  -4.8455965  -20.473410 -6126.9818 -1194.02764
## 3          NA         NA  -2.1888089   -2.472353 -1882.2382  -321.03837
## 4          NA         NA   8.6984956   62.906865  8363.9082  1560.80197
## 5          NA         NA -12.4242546  -33.067156 -6622.9999 -1074.63713
## 6          NA         NA  -1.4888087   -5.161336 -3720.8510  -603.55075
## 7          NA         NA  32.3761427   60.770019  1664.1217   307.71381
## 8          NA         NA   3.9088078   10.760871  8919.1509  1639.44463
## 9          NA         NA   4.1458859   20.649824  5627.3801  1112.53197
## 10         NA         NA -10.6908290  -71.182700 -5627.6207 -1058.05120
## 11         NA         NA -31.6276999 -155.673361 -7355.8743 -1256.31243
## 12         NA         NA  -1.5658187  -26.736616 -3384.0428  -652.44374
## 13         NA         NA   6.1549285  -49.727602 -4691.6710  -889.47173
## 14         NA         NA  -2.5014372  -34.284646 -4853.3678  -927.94003
## 15         NA         NA  -4.2889766  -21.003086 -8023.2817 -1355.29350
## 16         NA         NA  -5.9471799  -37.628896         NA          NA
## 17         NA         NA   1.6848854    4.358018  2023.8269   383.94511
## 18         NA         NA  -5.1299145  108.927675 -3859.3651  -763.77852
## 19         NA         NA  -9.2225248  -48.818261 -5567.3707 -1158.05598
## 20         NA         NA  -1.5119331  -23.460125 -5475.3532 -1022.56329
## 21         NA         NA   0.9058248    6.340625  2556.6407   456.73971
## 22         NA         NA  -2.0101190  -11.908486 -6187.3632 -1162.38009
## 23         NA         NA   3.6018711   27.185857   343.2925    71.52735
## 24         NA         NA   5.6111725   56.877641  4003.8245   802.22877
## 25         NA         NA  -8.6836342   14.583209  -837.4091  -155.75899
## 26         NA         NA  51.3032435  219.351608  9598.2731  1916.24931
## 27         NA         NA  -5.9192294  -13.446060         NA          NA
## 28         NA         NA  -1.5999880  -49.567393         NA          NA
## 29         NA         NA  -2.6541790   49.439837 -4476.5123  -820.86207
## 30         NA -0.3881073  -8.3060765  -71.887248 -9617.6567 -1788.75372
## 31         NA         NA   4.3315632   22.174539 10382.2872  2060.47422
## 32         NA         NA  15.0891989  642.048733  8958.4183  1849.54677
## 33         NA         NA   3.6399680  144.296965 10169.6682  1952.81060
## 34         NA         NA   1.2231501  447.856464  3215.2821   584.02608
## 35         NA         NA   0.6129208   -3.971657   689.6062   129.34560
## 36         NA         NA   2.6733595  122.561959 -1630.3906  -329.21562
## 37         NA         NA  -0.5275630   -2.414226  -872.4392  -156.60694
## 38         NA         NA  -0.8971101   -3.744216 -2075.0431  -365.84585
## 39         NA         NA  66.8292110  134.634349  1890.2985   371.67512
## 40         NA         NA   4.1996196   23.713563  9504.4834  1826.07701
## 41         NA         NA   1.8795799  846.567614  6257.0133  1147.20753
## 42         NA         NA   2.7857882   48.171735  8879.3636  1704.97188
## 43         NA         NA   2.5933520   14.628112  3260.2272   653.52078
## 44         NA         NA -44.9660626  -43.633784 -8171.0675 -1344.17127
## 45         NA         NA -22.5928132 -131.960213 -7587.5981 -1347.88146
## 46         NA         NA   4.1457976   81.766808 11155.0741  2069.00279
## 47         NA         NA  22.2835949   35.941428 14529.8940  2821.84540
## 48         NA         NA   0.9905509    1.162028         NA          NA
## 49         NA         NA   1.5717447   -7.998501 -6096.9352 -1185.70080
## 50         NA         NA  -5.5929307  -21.810297 -3208.9149  -580.48084
## 51         NA         NA  -2.2163470   10.276220 -1893.8139  -394.15708
## 52         NA         NA   4.0569737    7.905455  4868.1102   921.52809
## 53   26375.88         NA   2.2668094  274.399867  4221.5015   834.74241
## 54         NA         NA   3.0015053   45.188111  6787.8277  1298.48307
## 55         NA         NA  -7.3761768  -61.355040 -7610.6373 -1511.69317
## 56         NA         NA  -3.2626041  -31.250327 -4837.4645  -851.39914
## 57         NA         NA  -3.2152458   -6.348176 -5315.1500 -1000.27333
## 58         NA         NA  -6.5309125  -62.643841 -7864.0550 -1288.82711
## 59         NA         NA   2.6588976    4.101619  4338.0003   800.79181
## 60         NA         NA   9.7903646  488.219227  4988.0378   975.92941
## 61         NA         NA  -3.1144198  -32.540697 -6498.1933 -1048.69635
## 62         NA         NA   2.4536235   10.200370  3067.7774   542.01835
## 63         NA         NA -30.5899005  -21.820700 -6697.1092 -1252.35255
## 64         NA         NA   1.4960622  122.542673  4371.2015   851.37853
## 65         NA         NA   0.6620284   61.446172         NA          NA
## 66         NA         NA   2.0529568   23.247924  7236.1099  1383.15040
## 67         NA         NA  37.7457720   87.909405         NA          NA
## 68         NA         NA  -3.5618019    7.150624 -4238.7095  -844.17852
## 69         NA         NA  -1.8526777    2.115135         NA          NA
## 70         NA         NA   1.5422046  151.600314  3479.5683   593.61949
## 71         NA         NA  -4.9715778  -43.661769         NA          NA
## 72         NA         NA  -0.3830521   -5.012284 -1039.1365  -180.70475
## 73         NA         NA  18.4907939   53.187849    90.9426    14.49219
## 74         NA         NA   6.1619742  404.075452  6847.3815  1286.11669
## 75         NA         NA -11.8460834  -13.917710 -8734.7907 -1654.64357
## 76         NA         NA  -1.4765618  -16.144480 -3791.8971  -693.41967
## 77   23287.06         NA  11.4159067   44.309148  4772.4339   889.46887
## 78         NA         NA  11.1722174  108.347311 18175.1179  3600.08375
## 79         NA         NA  -0.1120998   30.122316  -831.7208  -143.43051
## 80         NA         NA   1.1215722   83.884744 -1603.3524  -300.74232
## 81         NA         NA  -2.2982708  -22.498194 -3265.9712  -626.86692
## 82         NA         NA   3.8187215   60.106797  7336.9841  1466.96740
## 83         NA         NA   7.2844649   80.502987 10032.1969  1930.90257
## 84         NA         NA  -4.2377916  -25.704413 -4376.4992  -808.38870
## 85         NA         NA  -5.4273462  -61.845069 -9187.2788 -1639.36547
## 86         NA         NA  -2.5116317  -12.637766 -3240.1925  -578.82070
## 87         NA         NA   3.9835576    2.156075  3713.3598   621.69114
## 88         NA         NA  -5.7060760  -77.628447 -6219.0757 -1083.50442
## 89         NA         NA   1.1212571    4.175012  3618.1602   623.90660
## 90         NA         NA -12.8474404 -188.926294 -9362.5210 -1870.17017
## 91         NA         NA  13.0669557  173.633556 11081.3609  2164.50686
## 92         NA         NA -11.3647092  -39.392885 -3800.9853  -779.20077
## 93         NA         NA   6.0486761   11.418495 10088.0839  1950.18155
## 94         NA         NA   2.6680361    8.512272  5146.9329   926.95529
## 95         NA         NA  -3.6352602   -6.007321 -5828.4766  -952.20496
## 96         NA         NA   2.0729228  160.277817  6811.2478  1354.87258
## 97         NA         NA  -3.6963547   -1.835258 -4138.7287  -751.11986
## 98   55491.22         NA   2.6572699   84.425278  7954.1711  1549.22281
## 99         NA         NA  -9.7790314  -11.400715 -3990.1952  -737.88510
## 100        NA         NA  -3.5844913  -43.146908 -5385.6333  -856.48143
##     state_name region  arealand    areawater     npl_cnt   tsdf_cnt
## 1           NA      4   9705172    247718.31 0.000000000 0.10619469
## 2           NA      4  28056590    393582.83 0.000000000 0.04166667
## 3           NA      4  55191000    337730.82 0.000000000 0.00000000
## 4           NA      4  72446218    768590.16 0.000000000 0.05263158
## 5           NA      4  50040991    367869.32 0.045454545 0.09090909
## 6           NA      4  40037633     27830.31 0.000000000 0.00000000
## 7           NA      4  61565730   9684688.54 0.028571429 0.02857143
## 8           NA      4  90542929   5454406.80 0.000000000 0.05000000
## 9           NA      4  73093152   1064866.65 0.000000000 0.06451613
## 10          NA      4  24437611   5765756.80 0.022222222 0.11111111
## 11          NA      4  11041032     58070.15 0.019480519 0.16883117
## 12          NA      4  22605981    357239.59 0.000000000 0.12068966
## 13          NA      4   9953214     74539.27 0.010638298 0.12765957
## 14          NA      4  19712782    113522.63 0.000000000 0.22580645
## 15          NA      4 103741447  30185484.17 0.000000000 0.00000000
## 16          NA      4  18259670  29597977.11 0.000000000 0.04166667
## 17          NA      4  61205150    480215.61 0.000000000 0.00000000
## 18          NA      4  10942641    399422.35 0.000000000 0.24210526
## 19          NA      4  50446868   2018138.14 0.000000000 0.05714286
## 20          NA      4  56182579   1372616.38 0.000000000 0.09523810
## 21          NA      4  31941424  11283297.29 0.000000000 0.00000000
## 22          NA      4  79543501   2145393.57 0.000000000 0.00000000
## 23          NA      4  15614148    132462.92 0.012987013 0.10389610
## 24          NA      4  51695964    930300.91 0.021276596 0.06382979
## 25          NA      4  28594956   2698672.06 0.015625000 0.04687500
## 26          NA      4   8667309     78378.02 0.010256410 0.07692308
## 27          NA      4  45227721  45668265.87 0.000000000 0.00000000
## 28          NA      4  31017168  93766326.81 0.000000000 0.06250000
## 29          NA      4  13265850    346779.90 0.000000000 0.11111111
## 30          NA      4  27318712    295964.04 0.000000000 0.08000000
## 31          NA      4  62063541    417449.38 0.000000000 0.02941176
## 32          NA      4   4849070    193160.93 0.000000000 0.25490196
## 33          NA      4  27852463     79027.81 0.000000000 0.04255319
## 34          NA      4   4346296     48495.04 0.000000000 0.19341564
## 35          NA      4  42458569    239289.40 0.000000000 0.13333333
## 36          NA      4   5325499    119233.55 0.023121387 0.13872832
## 37          NA      4  88218172   1329200.80 0.000000000 0.00000000
## 38          NA      4  94523270   3132579.12 0.000000000 0.12500000
## 39          NA      4  43057817    453239.12 0.062500000 0.21875000
## 40          NA      4  53142391     93645.31 0.000000000 0.00000000
## 41          NA      4   5728933    104180.57 0.000000000 0.25684932
## 42          NA      4  36754266    331863.08 0.000000000 0.03921569
## 43          NA      4  25264115    268315.61 0.000000000 0.03278689
## 44          NA      4  29869038     50801.62 0.041666667 0.04166667
## 45          NA      4  13415068     76909.72 0.013888889 0.15277778
## 46          NA      4  48141543    986179.95 0.000000000 0.10526316
## 47          NA      4  40416017    158293.84 0.000000000 0.00000000
## 48          NA      4 264322562 365493493.83 0.000000000 0.00000000
## 49          NA      4  13278118    537423.62 0.017857143 0.12500000
## 50          NA      4  48930129    375165.04 0.000000000 0.03846154
## 51          NA      4  24396212    137658.19 0.000000000 0.09523810
## 52          NA      4 174405280    861689.29 0.000000000 0.00000000
## 53          NA      4  17854254    289872.68 0.000000000 0.21621622
## 54          NA      4  21992128    125538.32 0.000000000 0.08510638
## 55          NA      4  15324508    467293.00 0.000000000 0.16000000
## 56          NA      4  36757340    450867.16 0.000000000 0.12903226
## 57          NA      4  47691305    378294.18 0.000000000 0.00000000
## 58          NA      4  72781108    302547.69 0.000000000 0.06250000
## 59          NA      4  56292151     35552.86 0.000000000 0.00000000
## 60          NA      4   2443328    105115.93 0.001801802 0.17837838
## 61          NA      4  40931456    116285.21 0.000000000 0.07142857
## 62          NA      4  57865566   1178178.23 0.000000000 0.04545455
## 63          NA      4  31701357    363524.12 0.052631579 0.05263158
## 64          NA      4  21534459     95043.48 0.000000000 0.13846154
## 65          NA      4   4148354   2949491.43 0.008333333 0.24166667
## 66          NA      4  63177177   1637540.14 0.000000000 0.04545455
## 67          NA      4  20556435   3864819.19 0.020833333 0.08333333
## 68          NA      4  13728066    118333.24 0.000000000 0.09333333
## 69          NA      4  67041199  44851672.15 0.000000000 0.07692308
## 70          NA      4  22600633   6220967.92 0.000000000 0.11538462
## 71          NA      4  70520162   5088548.94 0.000000000 0.03125000
## 72          NA      4  53341640  17652458.08 0.000000000 0.08333333
## 73          NA      4  39082367   1200720.04 0.038461538 0.03846154
## 74          NA      4  17600209     85915.04 0.000000000 0.17708333
## 75          NA      4  51300526    163669.58 0.000000000 0.00000000
## 76          NA      4  23560418    230245.31 0.000000000 0.13953488
## 77          NA      4  29924065    378975.37 0.024390244 0.02439024
## 78          NA      4  27879951     57686.30 0.000000000 0.05681818
## 79          NA      4  21231595    267556.83 0.000000000 0.15942029
## 80          NA      4  14092801    342931.88 0.010638298 0.12765957
## 81          NA      4  28163005     90245.92 0.000000000 0.09615385
## 82          NA      4  54430165    109418.36 0.000000000 0.02222222
## 83          NA      4  30613706    142295.74 0.000000000 0.11111111
## 84          NA      4  22247184    548755.46 0.000000000 0.06521739
## 85          NA      4  37514194    567236.87 0.000000000 0.06451613
## 86          NA      4  23430269    175213.41 0.000000000 0.05084746
## 87          NA      4 113900872   2701347.25 0.000000000 0.08333333
## 88          NA      4  39205660    204405.56 0.000000000 0.20000000
## 89          NA      4 202420784 106914890.40 0.000000000 0.00000000
## 90          NA      4  15909268    174911.46 0.000000000 0.19417476
## 91          NA      4  19809334   1278306.94 0.000000000 0.06060606
## 92          NA      4   4752042    127631.20 0.006593407 0.16263736
## 93          NA      4  74094196   2621338.93 0.000000000 0.00000000
## 94          NA      4  59830414  13018813.33 0.000000000 0.00000000
## 95          NA      4  26101949     75234.16 0.000000000 0.06451613
## 96          NA      4  19128510    131402.55 0.000000000 0.05333333
## 97          NA      4  36872637    129479.87 0.000000000 0.07547170
## 98          NA      4  17309323    260594.36 0.000000000 0.12727273
## 99          NA      4  30982004    258306.93 0.035714286 0.03571429
## 100         NA      4  62277694    117273.92 0.000000000 0.15384615
##     shape_length shape_area
## 1      16632.472   15255287
## 2      32339.270   43472594
## 3      47686.766   86083790
## 4      48568.005  109294568
## 5      50378.349   78033330
## 6      45198.050   61461012
## 7      44564.024  107704421
## 8      61154.495  147220913
## 9      50571.628  109751216
## 10     26881.791   44096242
## 11     19188.706   16829296
## 12     27128.920   34938538
## 13     15343.280   15120860
## 14     23384.365   30319498
## 15     73406.074  206828689
## 16     30488.246   71248256
## 17     48318.567   95389232
## 18     19163.296   17219368
## 19     41599.773   79732056
## 20     50631.563   86252274
## 21     37789.929   66391123
## 22     60531.914  122190903
## 23     22651.292   23713701
## 24     40543.603   77242900
## 25     28380.221   46878668
## 26     14382.874   13079212
## 27     64336.665  140467177
## 28     54538.082  189463000
## 29     20407.911   20734270
## 30     32458.768   42204499
## 31     48818.850   93187525
## 32     11840.642    7726971
## 33     28704.803   42671458
## 34     11063.320    6750868
## 35     40874.076   65509433
## 36     13072.568    8191518
## 37     64364.255  138657055
## 38     63864.260  147122814
## 39     36843.194   67132497
## 40     47917.445   80468939
## 41     11907.427    8948744
## 42     32279.681   57151700
## 43     29421.345   38483227
## 44     29469.504   45304974
## 45     21643.093   20319338
## 46     42400.040   75903271
## 47     31517.511   60633209
## 48    151760.736  950206957
## 49     19971.202   21050578
## 50     43113.570   74167011
## 51     29534.581   37114395
## 52     99962.269  261941044
## 53     22462.512   27419126
## 54     26119.300   33230534
## 55     22803.171   23870414
## 56     37512.136   56516678
## 57     42171.371   72066349
## 58     55825.639  111497894
## 59     48085.940   85902875
## 60      8468.602    3829650
## 61     44699.656   62867433
## 62     47457.842   88913635
## 63     31083.286   48260569
## 64     25404.856   33088916
## 65     12658.684   10397404
## 66     51636.378  100291031
## 67     23390.838   36225054
## 68     18513.247   21232346
## 69     57417.720  167753223
## 70     24384.921   44424126
## 71     51381.074  111633040
## 72     47811.228  109183126
## 73     31776.675   62288065
## 74     21208.881   26805215
## 75     47430.436   77398465
## 76     27449.779   36162186
## 77     26139.204   45271555
## 78     30367.812   41372113
## 79     27001.804   33248253
## 80     19003.383   21903895
## 81     28997.415   42619730
## 82     43645.134   81452028
## 83     28346.420   45765284
## 84     26219.210   34310976
## 85     39602.696   58901445
## 86     29707.953   36523192
## 87     64159.966  176258315
## 88     38617.028   59158429
## 89     99363.756  472064660
## 90     20752.713   24018825
## 91     23628.939   32586051
## 92     11247.369    7431963
## 93     55853.226  118641479
## 94     45613.673  111088118
## 95     35324.135   40313310
## 96     24325.845   29025849
## 97     36349.714   56948215
## 98     21296.158   26702991
## 99     32201.204   48024718
## 100    54798.255   95288563
##           county target_pop num_tested per_tested num_high_lead per_highlead_h
## 1       ALAMANCE      3,897      1,951       50.1            36           0.02
## 2      ALEXANDER        721        516       71.6             3           0.60
## 3      ALLEGHANY        193         75       38.9             1           1.30
## 4          ANSON        519        204       39.3             5           2.50
## 5           ASHE        415        259       62.4             0           0.00
## 6          AVERY        272        176       64.7             3           1.70
## 7       BEAUFORT        886        675       76.2             5           0.70
## 8         BERTIE        350        266       76.0             3           1.10
## 9         BLADEN        696        472       67.8             6           1.30
## 10     BRUNSWICK      1,994      1,191       59.7             3           0.30
## 11      BUNCOMBE      4,874      2,951       60.5            19           0.60
## 12         BURKE      1,790      1,359       75.9            16           1.20
## 13      CABARRUS      5,102      2,546       49.9            21           0.80
## 14      CALDWELL      1,560      1,069       68.5            10           0.90
## 15        CAMDEN        187        106       56.7             1           0.90
## 16      CARTERET      1,068        691       64.7             7           1.00
## 17       CASWELL        422        268       63.5             4           1.50
## 18       CATAWBA      3,345      2,180       65.2            12           0.60
## 19       CHATHAM      1,313        650       49.5             3           0.50
## 20      CHEROKEE        479        292       61.0             1           0.30
## 21        CHOWAN        277        177       63.9             1           0.60
## 22          CLAY        172         96       55.8             0           0.00
## 23     CLEVELAND      2,227      1,647       74.0            14           0.90
## 24      COLUMBUS      1,144        778       68.0            10           1.30
## 25        CRAVEN      2,723      2,087       76.6            16           0.80
## 26    CUMBERLAND     10,908      3,248       29.8            47           1.40
## 27     CURRITUCK        520        165       31.7             1           0.60
## 28          DARE        662        307       46.4             1           0.30
## 29      DAVIDSON      3,513      2,634       75.0            32           1.20
## 30         DAVIE        767        516       67.3             7           1.40
## 31        DUPLIN      1,360      1,001       73.6             5           0.50
## 32        DURHAM      8,333      4,558       54.7            23           0.50
## 33     EDGECOMBE      1,224        852       69.6             8           0.90
## 34       FORSYTH      8,702      5,519       63.4            62           1.10
## 35      FRANKLIN      1,416        856       60.5             4           0.50
## 36        GASTON      5,114      2,071       40.5            15           0.70
## 37         GATES        194        102       52.6             1           1.00
## 38        GRAHAM        156         85       54.5             0           0.00
## 39     GRANVILLE      1,189        694       58.4             1           0.10
## 40        GREENE        411        308       74.9             3           1.00
## 41      GUILFORD     12,333      8,773       71.1            74           0.80
## 42       HALIFAX      1,130        866       76.6            17           2.00
## 43       HARNETT      3,731      1,833       49.1            26           1.40
## 44       HAYWOOD      1,158        780       67.4             4           0.50
## 45     HENDERSON      2,133      1,231       57.7            13           1.10
## 46      HERTFORD        460        341       74.1             6           1.80
## 47          HOKE      1,726        835       48.4             8           1.00
## 48          HYDE         69         45       65.2             1           2.20
## 49       IREDELL      3,748      2,039       54.4            14           0.70
## 50       JACKSON        738        492       66.7             3           0.60
## 51      JOHNSTON      4,617      2,469       53.5            11           0.40
## 52         JONES        194        137       70.6             0           0.00
## 53           LEE      1,551      1,050       67.7            12           1.10
## 54        LENOIR      1,240        992       80.0            17           1.70
## 55       LINCOLN      1,662        644       38.7             6           0.90
## 56         MACON        661        405       61.3             5           1.20
## 57       MADISON        398        260       65.3             3           1.20
## 58        MARTIN        495        396       80.0             5           1.30
## 59      MCDOWELL        875        570       65.1             7           1.20
## 60   MECKLENBURG     29,397      9,800       33.3            72           0.70
## 61      MITCHELL        284         86       30.3             0           0.00
## 62    MONTGOMERY        548        484       88.3            10           2.10
## 63         MOORE      2,277      1,747       76.7            13           0.70
## 64          NASH      2,156      1,651       76.6            25           1.50
## 65   NEW HANOVER      4,412      3,026       68.6            34           1.10
## 66   NORTHAMPTON        371        257       69.3             3           1.20
## 67        ONSLOW      7,983      4,811       60.3            42           0.90
## 68        ORANGE      2,313      1,169       50.5             6           0.50
## 69       PAMLICO        163        162       99.4             1           0.60
## 70    PASQUOTANK        946        742       78.4            10           1.30
## 71        PENDER      1,281        877       68.5             4           0.50
## 72    PERQUIMANS        245        177       72.2             3           1.70
## 73        PERSON        843        340       40.3             7           2.10
## 74          PITT      4,136      2,587       62.5            12           0.50
## 75          POLK        310        132       42.6             1           0.80
## 76      RANDOLPH      3,096      2,208       71.3            24           1.10
## 77      RICHMOND      1,129        893       79.1            18           2.00
## 78       ROBESON      3,481      2,514       72.2            20           0.80
## 79    ROCKINGHAM      1,773      1,058       59.7            17           1.60
## 80         ROWAN      3,181      2,035       64.0            24           1.20
## 81    RUTHERFORD      1,343        432       32.2             2           0.50
## 82       SAMPSON      1,665      1,352       81.2            14           1.00
## 83      SCOTLAND        898        671       74.7            10           1.50
## 84        STANLY      1,408      1,098       78.0            16           1.50
## 85        STOKES        800        478       59.8             7           1.50
## 86         SURRY      1,495        801       53.6            20           2.50
## 87         SWAIN        293        198       67.6             3           1.50
## 88  TRANSYLVANIA        530        365       68.9             3           0.80
## 89       TYRRELL         72         38       52.8             2           5.30
## 90         UNION      4,837      1,648       34.1            10           0.60
## 91         VANCE      1,146        606       52.9             4           0.70
## 92          WAKE     25,263     12,820       50.7            98           0.80
## 93        WARREN        335        229       68.4             4           1.70
## 94    WASHINGTON        263        161       61.2             1           0.60
## 95       WATAUGA        752        581       77.3             6           1.00
## 96         WAYNE      3,249      2,082       64.1            12           0.60
## 97        WILKES      1,345        941       70.0             7           0.70
## 98        WILSON      1,915      1,488       77.7            21           1.40
## 99        YADKIN        755        424       56.2             4           0.90
## 100       YANCEY        353        171       48.4             2           1.20
##     num_tested_older five_nine very_high_lead_num  fips bf_acreage objectid
## 1              2,120        10                  1 37001    347.220 143210.0
## 2                569        NA                 NA 37003      0.000 143278.5
## 3                 94         1                 NA 37005      0.000 143296.0
## 4                282        NA                 NA 37007     20.120 143311.0
## 5                306        NA                 NA 37009      0.000 143331.5
## 6                190         1                 NA 37011      5.710 143350.5
## 7                741        NA                  1 37013    191.180 143376.0
## 8                314        NA                  2 37015         NA 143403.5
## 9                516        NA                  1 37017         NA 143429.0
## 10             1,345        NA                 NA 37019    268.390 143489.5
## 11             3,359         1                  2 37021    756.890 143611.5
## 12             1,453         4                  1 37023    209.040 143717.5
## 13             2,820         7                  4 37025    172.830 143793.5
## 14             1,208         5                 NA 37027    112.610 143871.5
## 15               110        NA                 NA 37029         NA 143905.5
## 16               732         1                  1 37031     18.843 143944.5
## 17               311        NA                 NA 37033         NA 143989.5
## 18             2,382         5                  3 37035    171.218 144046.0
## 19               732        NA                 NA 37037    516.627 144111.0
## 20               324         1                 NA 37039      0.000 144139.0
## 21               190        NA                  1 37041     90.980 144156.5
## 22               109        NA                 NA 37043         NA 144167.0
## 23             2,007         9                  1 37045    187.670 144209.0
## 24               950         3                 NA 37047         NA 144271.0
## 25             2,335         6                  1 37049     92.500 144326.5
## 26             3,640         8                  2 37051    258.110 144456.0
## 27               177        NA                 NA 37053      5.200 144561.0
## 28               319         1                 NA 37055         NA 144584.5
## 29             2,753         5                  1 37057     37.950 144654.5
## 30               544         4                  1 37059     17.900 144721.0
## 31             1,331         3                  2 37061    140.220 144750.5
## 32             5,104        10                  3 37063    602.340 144844.0
## 33             1,004        NA                  1 37065     47.680 144944.0
## 34             5,922        18                 11 37067   1176.624 145089.0
## 35               951         3                  1 37069     28.750 145225.5
## 36             2,314         2                 NA 37071    435.010 145327.0
## 37               115         1                 NA 37073         NA 145418.5
## 38                96        NA                 NA 37075     37.470 145427.5
## 39               773        NA                 NA 37077     32.980 145447.5
## 40               364         2                 NA 37079         NA 145470.0
## 41             9,349        19                  4 37081    647.893 145622.5
## 42               907         3                  2 37083    357.970 145794.0
## 43             2,204         7                  3 37085     56.210 145850.0
## 44               821        NA                  1 37087     40.430 145904.5
## 45             1,428         7                  1 37089    293.983 145964.5
## 46               359         2                 NA 37091         NA 146010.0
## 47               931         2                  2 37093         NA 146032.0
## 48                55        NA                 NA 37095         NA 146047.5
## 49             2,225         5                  2 37097    128.300 146106.5
## 50               543        NA                  1 37099         NA 146175.5
## 51             2,781         3                  1 37101     75.030 146230.5
## 52               151        NA                 NA 37103         NA 146276.0
## 53             1,189         3                  1 37105     60.830 146298.0
## 54             1,254         7                  6 37107     56.240 146340.0
## 55               774         1                 NA 37109     95.876 146388.5
## 56               465         1                 NA 37111     15.290 146429.0
## 57               287         2                 NA 37113      2.050 146458.5
## 58               594         2                 NA 37115     31.570 146480.5
## 59               626         2                  1 37117    147.500 146499.0
## 60            11,419        20                 10 37119   9324.310 146787.0
## 61               114        NA                 NA 37121         NA 147071.5
## 62               521         8                 NA 37123      3.550 147089.5
## 63             1,914         4                  1 37125     59.430 147129.0
## 64             1,892         9                  2 37127    382.280 147190.0
## 65             3,429        15                  8 37129   1594.160 147282.5
## 66               277         1                 NA 37131      7.100 147353.5
## 67             5,526         7                  5 37133         NA 147412.5
## 68             1,283         1                  1 37135    137.170 147498.0
## 69               178         1                 NA 37137         NA 147542.0
## 70               800         4                  2 37139         NA 147561.5
## 71               999         3                  1 37141    407.250 147590.5
## 72               196         1                 NA 37143         NA 147612.5
## 73               428         1                 NA 37145     25.690 147631.5
## 74             2,814         2                 NA 37147     82.480 147692.5
## 75               185         2                 NA 37149     50.980 147746.5
## 76             2,429         4                  6 37151    106.270 147795.5
## 77             1,000         3                  1 37153     10.000 147859.0
## 78             2,813         5                  3 37155    605.140 147923.5
## 79             1,166         5                 NA 37157         NA 148002.0
## 80             2,236         3                  1 37159    734.120 148083.5
## 81               659        NA                 NA 37161    166.200 148156.5
## 82             1,615         9                  1 37163     36.910 148205.0
## 83               736        NA                  1 37165   1183.260 148241.0
## 84             1,183         9                  1 37167     18.930 148277.5
## 85               507         4                 NA 37169      6.240 148316.0
## 86               887         5                 NA 37171    166.710 148361.0
## 87               223        NA                  1 37173     20.500 148396.5
## 88               402        NA                 NA 37175   1293.630 148415.0
## 89                46        NA                  1 37177         NA 148430.0
## 90             2,209         3                  4 37179    259.295 148484.0
## 91               714        NA                  1 37181     38.940 148552.0
## 92            13,995        34                 17 37183   1346.050 148796.0
## 93               260         2                  2 37185         NA 149031.0
## 94               218         3                 NA 37187     24.000 149046.0
## 95               641         2                 NA 37189     38.880 149069.0
## 96             2,475         8                  1 37191     94.460 149122.0
## 97               977         4                  1 37193     28.350 149186.0
## 98             1,560         8                  8 37195     48.380 149240.0
## 99               470         3                 NA 37197         NA 149281.5
## 100              205        NA                 NA 37199     79.670 149302.0
##               id acstotpop acsipovbas acseducbas acstothh  acstothu   minorpop
## 1   370010210849 1421.0265  1381.9292   956.0265 566.8938  617.2478  503.21239
## 2   370030404211 1546.6250  1489.5000  1113.5833 571.7500  683.2917  203.08333
## 3   370059501911  997.5455   986.3636   749.3636 431.4545  741.8182  129.54545
## 4   370079203792 1331.8947  1235.2105   952.2105 500.8421  610.2105  737.78947
## 5   370099705093 1217.5455  1202.3182   919.6364 536.5909  802.2273   90.27273
## 6   370119302633 1093.8125   889.4375   820.2500 411.6875  885.3750  137.68750
## 7   370139305119 1349.8000  1334.8857   963.2000 552.1429  740.8571  461.40000
## 8   370159602653  982.2000   916.1000   726.7500 398.8000  492.0500  645.45000
## 9   370179503874 1089.6129  1073.8710   779.0000 450.5806  576.6774  493.93548
## 10  370190311557 1409.5556  1397.6333  1101.2000 602.5111  966.3111  257.18889
## 11  370210021244 1652.4286  1610.6039  1208.5195 695.4091  789.5519  270.78571
## 12  370230207959 1546.7586  1500.0000  1108.1724 597.7931  708.4828  283.50000
## 13  370250416577 2143.0638  2123.5319  1415.4787 769.1383  830.7766  710.84043
## 14  370270307780 1319.0161  1299.3710   947.6774 525.7097  612.0968  163.98387
## 15  370299501018 1741.1667  1741.1667  1209.8333 639.3333  704.6667  341.16667
## 16  370319712691  957.2222   938.3194   721.5972 412.3611  693.2083  130.50000
## 17  370339303502 1263.6667  1212.7778   926.2222 506.1111  598.7778  490.72222
## 18  370350109627 1649.7789  1620.6842  1138.6105 643.1474  723.0842  398.57895
## 19  370370204075 1994.0286  1970.6571  1458.8857 815.0571  901.5714  567.68571
## 20  370399303768 1317.5238  1299.6667  1011.0000 566.4286  862.0952  115.09524
## 21  370419301439 1014.6429   991.0714   750.3571 427.4286  521.5000  407.85714
## 22  370439501431 1544.7143  1540.7143  1185.4286 723.1429 1044.1429   97.14286
## 23  370459508295 1261.8052  1237.1688   863.0909 478.9870  565.9610  340.15584
## 24  370479307747 1197.7234  1131.8723   837.7872 474.5957  558.5106  487.14894
## 25  370499606981 1610.6562  1527.4375  1054.0000 638.6094  732.9844  548.75000
## 26  370510124581 1703.1077  1622.6923  1050.3641 638.0410  747.8923  953.65128
## 27  370531689347 1719.7333  1707.4667  1218.5333 676.5333 1037.1333  220.26667
## 28  370559716072 1116.9062  1110.5312   832.8125 482.5312 1078.5938  138.96875
## 29  370570611163 1524.6667  1501.8148  1066.8796 606.2130  688.0648  297.37037
## 30  370590803882 1679.6400  1666.8400  1196.3200 639.9600  743.2800  257.16000
## 31  370610904745 1737.1176  1717.1176  1174.5882 640.6176  761.0588  838.00000
## 32  370630079165 2002.9869  1914.5490  1369.0000 806.8235  872.0850 1157.01307
## 33  370650208556 1134.7234  1117.7872   778.2979 454.7021  530.7447  722.08511
## 34  370670028099 1529.1070  1486.3169  1022.5185 603.6420  672.3539  657.32099
## 35  370690604511 2163.4000  2109.0667  1493.8000 824.9667  933.7333  788.60000
## 36  370710318228 1251.9364  1234.0000   862.4740 471.0636  530.5145  337.69364
## 37  370739701902 1156.3000  1149.0000   834.5000 447.7000  533.6000  427.50000
## 38  370759202252 1069.6250  1053.0000   755.2500 411.0000  752.1250  141.12500
## 39  370779704545 1839.8125  1752.8438  1293.0625 657.1875  752.1562  769.37500
## 40  370799501855 1616.0000  1433.4615  1149.3846 558.3846  639.6923  857.30769
## 41  370810172130 1793.0890  1734.3836  1194.0342 694.2842  776.5171  880.81849
## 42  370839306181 1014.4510   986.4902   713.5490 414.0392  508.2157  623.52941
## 43  370850708508 2137.0656  2078.4098  1372.9672 739.1148  839.8361  816.90164
## 44  370879219090 1259.0208  1242.8333   941.1458 548.6667  737.4583   89.58333
## 45  370899317175 1578.1250  1558.7500  1169.4306 670.5694  790.8194  264.83333
## 46  370919502535 1271.2105  1154.3158   880.5789 468.3684  559.5789  846.05263
## 47  370939706096 2129.5600  2062.1600  1364.0000 708.8800  828.3600 1270.96000
## 48  370959434502  898.8333   793.5000   642.6667 294.8333  541.5000  369.16667
## 49  370970610202 1540.4018  1524.8839  1053.8482 582.5536  650.3036  365.90179
## 50  370999493464 1625.2308  1478.5385  1037.6538 640.0769 1041.2692  309.76923
## 51  371010408370 2275.8571  2252.4405  1505.4167 799.4524  877.2024  722.50000
## 52  371039202145 1385.0000  1379.2857  1038.7143 591.0000  708.2857  522.00000
## 53  371050304233 1625.0000  1598.8378  1087.7027 587.6757  661.1622  681.72973
## 54  371070108067 1217.5957  1190.5957   847.1277 491.9362  586.1702  615.59574
## 55  371090706750 1628.8200  1612.0200  1157.9400 640.4400  704.5400  243.36000
## 56  371119705425 1455.1290  1420.5484  1051.3226 579.3871  687.0000  182.16129
## 57  371139704221 1228.9286  1219.2857   924.0000 560.6786  912.7500  131.57143
## 58  371150104565 1337.8125  1271.0625   953.5000 528.2500  680.7500   79.06250
## 59  371179703478 1097.8095  1088.7619   788.9524 451.0000  552.7619  526.23810
## 60  371190095454 1899.6649  1872.1045  1269.1874 727.1099  785.2162 1001.04685
## 61  371219502502 1074.2857  1043.8571   795.4286 454.3571  629.4286   81.64286
## 62  371239602824 1242.6364  1193.0909   863.3182 473.2273  737.9545  456.45455
## 63  371259506046 1677.7018  1657.1228  1212.9123 683.5965  818.2105  382.59649
## 64  371270107872 1446.2000  1415.4923   994.6615 564.9231  659.6308  717.64615
## 65  371290277119 1868.5917  1811.1083  1272.2250 780.3000  910.3667  428.13333
## 66  371319202461  917.5455   876.8182   683.1364 392.1818  530.4545  562.77273
## 67  371330115437 2019.9167  1806.2708  1074.7917 667.3438  817.7188  678.06250
## 68  371350112661 1905.8400  1757.1867  1185.9067 700.3867  766.6933  584.18667
## 69  371379532247  980.1538   923.6154   764.9231 411.6923  593.9231  252.61538
## 70  371399604432 1518.4231  1424.8077  1031.3077 568.4615  658.0000  685.80769
## 71  371419224926 1844.3750  1804.7500  1299.9375 680.1875  893.7812  465.06250
## 72  371439201510 1121.5833  1107.8333   842.8333 493.2500  594.6667  312.91667
## 73  371459203659 1511.7308  1489.3077  1074.0000 605.5385  708.7692  508.34615
## 74  371470010013 1847.6250  1776.1458  1113.4271 720.5104  818.3646  837.21875
## 75  371499201939 1704.8333  1679.0833  1316.9167 753.9167  972.8333  242.91667
## 76  371510309193 1662.3023  1641.6395  1146.8605 651.6395  722.6395  343.16279
## 77  371539706076 1102.1707  1064.3415   745.6098 452.3415  521.4634  470.43902
## 78  371559610364 1516.3864  1475.2386   973.3864 522.3750  603.0114 1129.88636
## 79  371570408473 1322.7536  1301.7246   948.7536 539.1449  637.3478  363.60870
## 80  371590511557 1485.1596  1440.2979  1019.7447 556.3936  652.4362  410.07447
## 81  371619606697 1279.4615  1255.8846   912.0000 506.6346  659.1346  211.90385
## 82  371639705205 1412.4667  1392.7556   944.8222 523.0444  613.5556  688.71111
## 83  371650103414 1306.0000  1208.3333   876.8148 485.6667  566.4815  736.51852
## 84  371679307617 1328.5652  1286.3261   927.2826 515.5870  600.8261  254.45652
## 85  371690704139 1480.8065  1462.8710  1083.9355 622.6452  715.6774  129.74194
## 86  371719306591 1222.0169  1204.6780   858.9322 491.2712  576.7797  192.89831
## 87  371739568841 1187.8333  1171.7500   821.4167 453.5833  745.9167  448.83333
## 88  371759603526 1340.5200  1298.7600  1014.6000 564.9200  782.4000  129.96000
## 89  371779601002  823.8000   685.0000   660.8000 326.2000  445.8000  384.40000
## 90  371790205833 2200.9126  2173.0485  1398.4078 729.7573  773.2427  603.22330
## 91  371819605639 1347.9394  1324.2424   907.1212 510.7273  609.6061  808.51515
## 92  371830572273 2300.1275  2251.0352  1527.2132 858.2374  926.2110  912.88132
## 93  371859502142 1335.5333  1271.8667   961.1333 518.6667  796.5333  823.80000
## 94  371879501670  810.4000   797.0000   559.0667 338.2000  430.5333  450.13333
## 95  371899205460 1745.7097  1560.2903   999.4839 656.6129 1081.2903  141.67742
## 96  371910008519 1653.3600  1608.5867  1094.7333 642.0400  720.9867  764.82667
## 97  371939606553 1291.6981  1271.4906   925.7925 535.0000  631.6981  160.75472
## 98  371950008696 1478.8364  1450.4364  1004.5818 584.1455  654.6364  780.90909
## 99  371970503224 1345.1786  1332.5000   951.1786 551.7143  621.4643  209.21429
## 100 371999602314 1359.0000  1346.8462  1009.1538 569.3846  862.3846  100.53846
##       minorpct lowincome lowincpct    lesshs  lesshspct    under5  under5pct
## 1   0.36638784  549.8673 0.4174402 138.30973 0.16106337  82.71681 0.05534797
## 2   0.13480558  582.7917 0.3879962 205.16667 0.19521105  75.91667 0.05013226
## 3   0.12637604  481.3636 0.4884076 175.09091 0.23365562  40.09091 0.04003484
## 4   0.55959010  581.5263 0.4721476 185.36842 0.19164984  62.94737 0.04794065
## 5   0.07734615  455.0455 0.3879327 144.86364 0.16137970  53.36364 0.04277098
## 6   0.09512622  402.4375 0.4580288 145.31250 0.15824990  40.18750 0.03719168
## 7   0.38511595  572.0000 0.4676535 119.65714 0.13187570  65.48571 0.04784239
## 8   0.59923326  458.7500 0.4699756 154.75000 0.18105236  42.20000 0.04088192
## 9   0.45789805  556.0645 0.5282522 154.77419 0.19129775  57.90323 0.05804781
## 10  0.14800353  435.1333 0.2979744 105.81111 0.09390192  58.94444 0.03692417
## 11  0.16561525  542.2013 0.3552642 109.04545 0.09264570  83.55844 0.05113294
## 12  0.16181111  630.1552 0.4088125 211.34483 0.19905904  73.68966 0.04662198
## 13  0.33755975  597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769
## 14  0.13623437  536.4839 0.4369692 192.14516 0.20592006  66.72581 0.05082282
## 15  0.16031274  497.8333 0.2440306 173.66667 0.12930086  82.00000 0.03515260
## 16  0.12501450  283.9583 0.2754435  63.93056 0.08136868  41.16667 0.03641695
## 17  0.38997361  467.7222 0.3974021 190.22222 0.20542034  58.77778 0.04116708
## 18  0.23764023  584.0211 0.3637524 168.67368 0.15466219  93.47368 0.05579495
## 19  0.26847936  578.9429 0.3080175 172.17143 0.13077810  98.65714 0.04966536
## 20  0.07971821  534.5714 0.4130994 138.66667 0.14873041  53.76190 0.03644420
## 21  0.32891504  431.2143 0.3595807 120.14286 0.13844495  47.42857 0.03680705
## 22  0.05476915  673.8571 0.4301222 136.85714 0.12365401  57.28571 0.04092866
## 23  0.28879995  562.4156 0.4598837 138.31169 0.16966641  69.98701 0.05510341
## 24  0.39639378  544.1489 0.4751125 154.51064 0.17251402  59.97872 0.04705761
## 25  0.37025334  535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879
## 26  0.56149506  676.5846 0.4321061  97.44103 0.10091263 130.36923 0.07146213
## 27  0.10272042  473.8667 0.2669347 132.00000 0.09136921  93.33333 0.04177162
## 28  0.08847438  323.4688 0.2152911  56.03125 0.05064283  52.40625 0.03357815
## 29  0.21677356  574.2407 0.4134189 176.68519 0.18121879  83.22222 0.05200953
## 30  0.15259076  505.0400 0.2957047 159.16000 0.13818610  79.24000 0.04207496
## 31  0.47423996  911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651
## 32  0.55135742  634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197
## 33  0.65018190  569.2553 0.5205601 158.25532 0.20412254  66.85106 0.05850100
## 34  0.43480323  554.8148 0.3857062 114.95885 0.12358054  93.57613 0.05999410
## 35  0.41599298  757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708
## 36  0.29255741  468.1503 0.4083612 131.69364 0.16806135  74.67052 0.05784186
## 37  0.37502417  345.2000 0.3064562 114.50000 0.13856905  47.60000 0.03636652
## 38  0.13159889  507.2500 0.5102192 143.87500 0.20654299  44.62500 0.04369245
## 39  0.44902076  585.7812 0.3574983 203.81250 0.17857174  90.59375 0.04478424
## 40  0.50874970  696.4615 0.4430114 297.69231 0.25728639  82.15385 0.04960535
## 41  0.50324802  636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475
## 42  0.61896109  514.8431 0.5291127 160.84314 0.23226848  53.37255 0.04872362
## 43  0.38726791  826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200
## 44  0.06974944  417.1250 0.3501710 112.14583 0.12502418  59.64583 0.04432084
## 45  0.17175784  485.0972 0.3301508 118.69444 0.10951766  76.79167 0.04756194
## 46  0.67658559  552.7368 0.4943198 183.00000 0.21197049  58.42105 0.04714758
## 47  0.59910684  894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228
## 48  0.26815016  344.1667 0.3094445 118.16667 0.12494005  46.66667 0.03172541
## 49  0.24765476  452.4196 0.3213845 116.20536 0.12328063  85.83036 0.05558499
## 50  0.17013023  603.6923 0.4158219 120.80769 0.11329549  75.00000 0.04741464
## 51  0.33985099  790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544
## 52  0.35035799  711.2857 0.5212350 191.00000 0.18566867  61.85714 0.04480687
## 53  0.43721250  654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165
## 54  0.55905630  572.2128 0.5143607 165.95745 0.21593098  69.74468 0.05918334
## 55  0.15357922  564.7800 0.3792087 167.14000 0.15292776  82.28000 0.05396395
## 56  0.13220938  604.5806 0.4300900 170.41935 0.16820049  63.61290 0.03928795
## 57  0.10542701  453.8929 0.3840277 104.92857 0.11932434  60.10714 0.04991263
## 58  0.05580211  489.9375 0.3966755 139.31250 0.15180438  59.75000 0.04371874
## 59  0.52007524  463.4286 0.4439387 131.76190 0.16717262  58.71429 0.05121487
## 60  0.50884357  553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193
## 61  0.07417470  367.3571 0.3517350 122.92857 0.17358753  47.78571 0.03800812
## 62  0.35259915  526.7727 0.4545660 178.77273 0.20578410  68.77273 0.04861627
## 63  0.24504187  482.3333 0.3225237 116.36842 0.11253872  94.08772 0.05588676
## 64  0.51998861  506.5538 0.3901742 145.21538 0.16136440  81.32308 0.05293687
## 65  0.23430134  627.8333 0.3617816  89.73333 0.07403077  94.28333 0.04764066
## 66  0.58645946  420.3182 0.4662727 140.36364 0.19343314  42.09091 0.04624607
## 67  0.33634818  716.0208 0.3990539  94.21875 0.09443355 182.72917 0.08478579
## 68  0.30402591  507.9200 0.3056277  86.37333 0.07371168  87.90667 0.04260098
## 69  0.25052233  365.2308 0.3808610  91.69231 0.11334706  35.61538 0.03404130
## 70  0.46773913  537.5769 0.4061748 139.42308 0.14148143  95.61538 0.07014012
## 71  0.24093321  569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447
## 72  0.24381010  423.6667 0.3265051 113.41667 0.11926838  51.00000 0.04028613
## 73  0.35292864  557.1154 0.3897150 146.65385 0.15027934  79.19231 0.05030882
## 74  0.45184130  775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115
## 75  0.13838409  547.0000 0.3180246 119.41667 0.08926729  56.50000 0.03136032
## 76  0.20997913  655.4651 0.4104823 213.19767 0.19328012  94.16279 0.05679491
## 77  0.41900496  522.1220 0.5046213 147.19512 0.19642232  67.78049 0.06309203
## 78  0.73012599  808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701
## 79  0.26714038  528.5652 0.4101226 165.13043 0.17479987  68.18841 0.04927362
## 80  0.28923702  552.0213 0.3882254 150.19149 0.15112388  83.77660 0.05400757
## 81  0.17218671  530.8269 0.4278625 158.55769 0.17539240  65.25000 0.04654670
## 82  0.50048924  668.5778 0.4881783 210.93333 0.21708758  90.91111 0.06240875
## 83  0.57434103  626.5185 0.5494986 176.70370 0.19973572  81.55556 0.06262461
## 84  0.20703864  472.6522 0.3902536 138.23913 0.15191692  74.76087 0.05447396
## 85  0.09390145  493.3226 0.3482443 178.35484 0.17394059  66.16129 0.04351066
## 86  0.15398007  512.8475 0.4217325 186.35593 0.21400064  62.88136 0.05045109
## 87  0.29115646  559.7500 0.4205642 178.41667 0.20406917  74.83333 0.04973617
## 88  0.08474291  501.1600 0.3971499 116.00000 0.11777856  56.40000 0.04337018
## 89  0.38438057  352.2000 0.4084500 161.80000 0.20181076  23.40000 0.02435449
## 90  0.27861942  518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711
## 91  0.66034214  661.1212 0.5370607 181.75758 0.21836497  83.75758 0.07088052
## 92  0.37327769  527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153
## 93  0.57548578  581.4667 0.4378546 187.53333 0.18868625  57.13333 0.04445049
## 94  0.49759896  385.0000 0.4404899 112.20000 0.18006760  42.40000 0.04705728
## 95  0.08092238  685.9032 0.4140439 104.61290 0.09945259  57.67742 0.03805517
## 96  0.48479155  722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114
## 97  0.12670923  549.6226 0.4335968 198.52830 0.21727845  64.24528 0.04622024
## 98  0.57064458  632.2545 0.4934099 197.81818 0.22799302  87.72727 0.05433693
## 99  0.15066664  556.3214 0.4282694 180.42857 0.18439632  70.71429 0.05350090
## 100 0.07497696  610.1538 0.4525804 159.69231 0.15618317  63.53846 0.04504534
##       over64 over64pct   pre1960 pre1960pct  vuleopct     vuleo      dispeo
## 1   232.8053 0.1771052 149.39823 0.26917124 0.3919140  535.9212   32.591983
## 2   295.3750 0.1978350  98.83333 0.15204557 0.2614009  405.8671 -141.949213
## 3   254.7273 0.2567598 111.36364 0.14555685 0.3073918  308.8310  -44.500683
## 4   228.5789 0.1856193 162.52632 0.27776011 0.5158688  670.7667  199.008126
## 5   292.1364 0.2449194 138.45455 0.18089747 0.2326394  276.5605 -154.695441
## 6   231.2500 0.2414349 132.43750 0.20044189 0.2765775  300.3192  -87.110398
## 7   308.8000 0.2338142 140.51429 0.21691664 0.4263847  519.7859   41.685262
## 8   206.2500 0.2105177 114.80000 0.23759821 0.5346044  572.3331  224.436740
## 9   217.8065 0.2077864  86.12903 0.16127426 0.4930751  530.2882  144.346120
## 10  413.1333 0.3172753  32.61111 0.04079631 0.2229890  348.2231 -151.043062
## 11  313.5844 0.1882356 182.86364 0.25920849 0.2604397  414.2111 -171.080960
## 12  296.4828 0.2045420 157.81034 0.22869348 0.2853118  468.8633  -79.000322
## 13  273.9255 0.1423851 148.53191 0.24402483 0.3324521  657.2000 -101.875670
## 14  249.4516 0.1942544 141.27419 0.25445192 0.2866018  354.1364 -113.060554
## 15  297.0000 0.1499563 118.00000 0.15064087 0.2021717  419.5000 -197.223193
## 16  225.5139 0.2491433  88.25000 0.14579878 0.2002290  209.5189 -129.530331
## 17  255.0000 0.2043939 143.33333 0.22032932 0.3936879  495.2352   47.643057
## 18  281.4632 0.1737724 132.84211 0.20538870 0.3006963  497.5845  -86.769046
## 19  465.8857 0.2216028 110.14286 0.14734296 0.2882484  576.4735 -129.813681
## 20  372.2381 0.2927199  98.76190 0.12519774 0.2464088  329.2558 -137.412566
## 21  237.2857 0.2037117 135.00000 0.20327347 0.3442479  424.2037   64.816078
## 22  453.1429 0.2840903 128.42857 0.12577411 0.2424457  386.4494 -160.690102
## 23  226.2078 0.1892872 116.22078 0.21392041 0.3743418  454.6878    7.754956
## 24  229.6170 0.2052754 116.02128 0.21920903 0.4357531  530.8153  106.580370
## 25  289.7344 0.1856566 107.82812 0.19839682 0.3746689  547.6264  -22.869893
## 26  191.2821 0.1234708  75.18462 0.12772951 0.4968006  828.0457  224.803074
## 27  266.4000 0.1572178  72.06667 0.07546156 0.1848275  349.8125 -259.318962
## 28  224.4062 0.1591291  87.46875 0.06585532 0.1518827  232.1986 -163.410813
## 29  267.2130 0.1801980 125.62963 0.20380424 0.3150962  442.1939  -97.844722
## 30  332.5200 0.2021550 133.28000 0.19491758 0.2241477  382.7131 -212.217265
## 31  300.8529 0.1803315 148.17647 0.19559573 0.4947542  880.0032  264.714198
## 32  242.1961 0.1355834 142.73203 0.21464011 0.4489100  915.7598  206.299586
## 33  208.2766 0.1971776 141.44681 0.28564615 0.5853710  649.2844  247.364121
## 34  232.6420 0.1587560 138.97119 0.23743353 0.4102547  611.1772   69.565758
## 35  347.2333 0.1769237 122.73333 0.14287362 0.4043219  783.4805   17.201756
## 36  195.1272 0.1653679 118.75723 0.25656432 0.3504593  407.1872  -36.250065
## 37  221.3000 0.2040917 121.70000 0.24954233 0.3407402  387.6701  -21.892642
## 38  248.7500 0.2319127  98.62500 0.15145431 0.3209090  328.2875  -50.574856
## 39  297.4688 0.1792519 123.90625 0.22249930 0.4032595  696.1428   44.479119
## 40  245.7692 0.1483293 117.38462 0.17642192 0.4758806  804.7418  232.352740
## 41  259.3836 0.1476139 144.51712 0.25187886 0.4575694  772.4190  137.304832
## 42  198.0980 0.2124153 141.98039 0.32554635 0.5740369  577.5869  218.267264
## 43  252.6885 0.1390586 119.26230 0.16789414 0.3976172  834.1685   77.217501
## 44  303.0833 0.2356631 170.29167 0.27994441 0.2099602  256.1733 -189.773316
## 45  395.8889 0.2535953 111.01389 0.14655408 0.2509543  379.2198 -179.753889
## 46  238.5263 0.1945493 124.47368 0.24906385 0.5854527  730.2465  279.982308
## 47  192.7600 0.1116875  64.80000 0.10680578 0.5255530 1096.9498  342.657287
## 48  147.8333 0.1205571  72.33333 0.08205631 0.2887973  385.0393   66.671538
## 49  234.3661 0.1568829  96.66964 0.17699338 0.2845196  412.0953 -133.516704
## 50  306.7692 0.2006694 121.57692 0.12965477 0.2929761  494.0606  -81.597925
## 51  289.3571 0.1462530 115.14286 0.17331659 0.3764352  761.6580  -44.453147
## 52  293.2857 0.2049262 154.00000 0.22027435 0.4357965  618.1292  127.560687
## 53  256.7027 0.1586252 113.48649 0.19075968 0.4317508  675.1211   99.544223
## 54  233.1064 0.1924665 163.97872 0.31277669 0.5367085  600.3022  169.028421
## 55  275.2200 0.1702729 100.84000 0.17838677 0.2663940  407.8475 -169.082360
## 56  283.7097 0.2056833 145.67742 0.21931611 0.2811497  401.6876 -113.720770
## 57  344.7500 0.2819852 146.17857 0.17015179 0.2447273  294.2633 -141.024552
## 58  280.3750 0.2184594 153.93750 0.23739674 0.2262388  294.0973 -179.757404
## 59  239.5238 0.2352747 161.95238 0.29790155 0.4820070  496.8406  107.995216
## 60  202.1928 0.1133439  85.37117 0.13903627 0.4058329  780.2090  107.345544
## 61  257.7857 0.2524531 167.78571 0.28102585 0.2129549  229.5586 -150.954604
## 62  238.9545 0.2055715 155.72727 0.24909687 0.4035826  513.8405   73.697335
## 63  398.2105 0.2316239 110.12281 0.16990685 0.2837828  435.6780 -158.565803
## 64  250.6769 0.1859334 125.01538 0.21611892 0.4550814  617.7099  105.464282
## 65  311.8917 0.1643263 132.41667 0.19807151 0.2980415  543.1824 -118.674851
## 66  222.7727 0.2596166 140.77273 0.29890600 0.5263661  504.4648  179.469161
## 67  174.9688 0.1040546  67.39583 0.11383226 0.3677010  726.9245   11.467733
## 68  244.8533 0.1307914  98.25333 0.14245257 0.3048268  576.5700  -98.480650
## 69  275.6154 0.2586799  96.30769 0.16168913 0.3156917  322.7673  -24.404257
## 70  244.8846 0.1725477 160.92308 0.31534397 0.4369570  624.2673   86.440134
## 71  323.0938 0.1809942  87.90625 0.11462612 0.2749736  523.4460 -129.833675
## 72  298.5833 0.1937675  96.50000 0.14325266 0.2851576  371.1532  -26.112882
## 73  277.9615 0.2040040 150.92308 0.23806169 0.3713218  537.5622    2.105488
## 74  228.5312 0.1349315  89.69792 0.16668811 0.4554483  821.9861  167.555219
## 75  501.3333 0.3053656 223.66667 0.22659512 0.2282044  398.8702 -204.983705
## 76  281.5465 0.1738452 126.93023 0.18688962 0.3102307  504.3061  -84.483258
## 77  187.6098 0.1703379 122.90244 0.26032744 0.4618131  504.4140  114.023843
## 78  215.3977 0.1465583 109.00000 0.20357671 0.6431741  980.2410  443.135290
## 79  256.6377 0.2021050 196.75362 0.31364523 0.3386315  450.2984  -18.222421
## 80  249.5319 0.1753235 175.23404 0.29282884 0.3387312  490.9233  -35.121845
## 81  264.5192 0.2189072 163.69231 0.26517778 0.3000246  377.0244  -76.162290
## 82  241.4667 0.1768444 120.44444 0.20907603 0.4943338  683.7422  183.444967
## 83  220.7407 0.1778456 121.22222 0.24794633 0.5619198  702.2288  239.642104
## 84  244.3913 0.1884201 185.00000 0.34485209 0.2986461  371.7971  -98.782171
## 85  293.4839 0.2079573 115.22581 0.16485219 0.2210729  314.8444 -209.658893
## 86  240.4915 0.2018956 137.57627 0.23097666 0.2878563  357.2810  -75.558754
## 87  227.5833 0.1929271 107.25000 0.14826737 0.3558603  508.1537   87.421784
## 88  389.0000 0.2880976 145.44000 0.22364280 0.2409464  323.8429 -150.970825
## 89  175.2000 0.1794784 127.80000 0.23118452 0.3964153  384.6713   92.880395
## 90  264.7476 0.1287587  67.33981 0.10678785 0.2727480  566.8866 -212.679081
## 91  234.7273 0.1739225 133.51515 0.26420751 0.5987014  740.7816  263.339938
## 92  250.2242 0.1242591  65.79341 0.10077470 0.3123999  727.1955  -87.512275
## 93  315.7333 0.2488037 144.33333 0.20662887 0.5066702  716.6377  243.590316
## 94  184.9333 0.2228574  97.13333 0.20507851 0.4690444  418.3383  131.293687
## 95  264.5161 0.1773820 135.35484 0.14139952 0.2474831  482.2409 -136.091413
## 96  257.6267 0.1637939 123.17333 0.20809333 0.4752131  752.3040  166.682069
## 97  264.2830 0.2089182 122.67925 0.21392598 0.2801530  359.9629  -97.558045
## 98  251.0727 0.1758329 146.32727 0.27139031 0.5320272  715.1185  191.312987
## 99  257.4286 0.1938092 145.67857 0.24983535 0.2894680  385.4222  -91.041604
## 100 336.8462 0.2496380 170.30769 0.21326206 0.2637787  358.0441 -123.315183
##          dslpm   cancer      resp    ptraf       pwdis        pnpl       prmp
## 1   0.31652977 34.59308 0.4576592       NA          NA 0.018487268 0.46651075
## 2   0.17280304 30.84475 0.3938572       NA          NA 0.037912568 0.09692420
## 3   0.09937925 21.84325 0.2680125       NA          NA 0.049249745 0.04654865
## 4   0.17955891 35.18457 0.4911926       NA          NA 0.045261657 0.05523394
## 5   0.09294807 20.98061 0.2573567       NA          NA 0.070518297 0.02690828
## 6   0.09034049 20.49582 0.2441193       NA          NA 0.016394080 0.02883423
## 7   0.15565777 26.63451 0.3599771       NA          NA 0.156930039 0.21707499
## 8   0.13397961 26.28007 0.3434102       NA          NA 0.016108952 0.17717621
## 9   0.14271858 29.93067 0.4174150       NA          NA 0.025594423 0.18182049
## 10          NA       NA        NA       NA          NA 0.069348304 0.14680634
## 11  0.25221749 27.28900 0.3505627       NA          NA 0.170159994 0.23896088
## 12  0.22037398 32.32983 0.4271602       NA          NA 0.018509797 0.60736785
## 13  0.43115183 38.02914 0.5219152       NA          NA 0.215837087 0.40999325
## 14  0.20561481 31.33500 0.4103644       NA          NA 0.020028869 0.79875696
## 15  0.15473071 23.80679 0.3058080       NA          NA 0.016490846 0.14004003
## 16          NA       NA        NA       NA          NA 0.042450175 0.04642283
## 17  0.17573368 30.89038 0.4054905       NA          NA 0.038654448 0.09087409
## 18  0.27514719 35.77856 0.4574717       NA          NA 0.043979867 0.71651389
## 19  0.21132811 33.67628 0.4570581       NA          NA 0.030940689 0.39990107
## 20  0.11272115 25.91320 0.3310356       NA          NA 0.011506724 0.11398211
## 21  0.14649305 24.60909 0.3230565       NA          NA 0.012155968 0.04779760
## 22  0.09703504 24.81827 0.3090753       NA          NA 0.012503830 0.05276495
## 23  0.27300703 36.16066 0.4749268       NA          NA 0.106017820 0.39733422
## 24  0.14971195 30.14047 0.4188799       NA          NA 0.038614054 0.06998162
## 25  0.15709208 28.68126 0.4230975       NA          NA 0.106926145 0.42529881
## 26          NA       NA        NA       NA          NA 0.172371297 0.38488849
## 27          NA       NA        NA       NA          NA 0.016751439 0.09288359
## 28          NA       NA        NA       NA          NA 0.007005027 0.16419952
## 29  0.30975191 35.46591 0.4711024       NA          NA 0.027097171 0.47450556
## 30  0.26214080 33.62059 0.4463013       NA 0.001438777 0.039966488 0.19717246
## 31  0.15359399 29.10694 0.3960308       NA          NA 0.018890780 0.19092452
## 32  0.42433954 39.47396 0.4954464       NA          NA 0.072952634 0.48767075
## 33  0.21027140 29.79396 0.3903928       NA          NA 0.015702364 0.60229497
## 34  0.32319878 35.65933 0.4513286       NA          NA 0.027115581 0.45475852
## 35  0.19755063 32.25461 0.4315558       NA          NA 0.029152717 0.14192604
## 36  0.37583540 39.66390 0.5181158       NA          NA 0.333406657 1.08978188
## 37  0.15082953 26.09084 0.3409217       NA          NA 0.022082794 0.05798133
## 38  0.08549048 22.75260 0.2944589       NA          NA 0.015646146 0.05651647
## 39  0.22703138 34.50889 0.4544088       NA          NA 0.309771440 0.23518987
## 40  0.15781048 28.32582 0.3730194       NA          NA 0.018346811 0.06687062
## 41          NA       NA        NA       NA          NA 0.014239096 0.68341145
## 42  0.22280477 31.13998 0.4217635       NA          NA 0.012602661 0.48075172
## 43  0.21282488 34.21505 0.4802159       NA          NA 0.031884113 0.26290582
## 44  0.13080635 22.33353 0.2847963       NA          NA 0.263121311 0.56991820
## 45          NA       NA        NA       NA          NA 0.159313674 0.19636730
## 46  0.15574047 27.98550 0.3665439       NA          NA 0.014607220 0.08537003
## 47          NA       NA        NA       NA          NA 0.075163949 0.69033708
## 48          NA       NA        NA       NA          NA 0.008852141 0.01458916
## 49  0.33445751 35.22766 0.4816882       NA          NA 0.167157907 0.65273912
## 50  0.10358560 22.44427 0.2850856       NA          NA 0.061130664 0.13627221
## 51  0.26336824 32.23070 0.4457265       NA          NA 0.025035707 0.41393380
## 52  0.12913767 28.38102 0.4164428       NA          NA 0.030255525 0.07672506
## 53  0.23751193 34.57777 0.5685818 129.5365          NA 0.024198807 0.32997824
## 54  0.19174867 28.79850 0.3973143       NA          NA 0.018016999 0.40917782
## 55  0.27066314 35.37423 0.4688820       NA          NA 0.040408049 0.53119444
## 56  0.18049430 27.73757 0.3567475       NA          NA 0.027711393 0.22703076
## 57  0.10728014 24.04552 0.3083235       NA          NA 0.023084511 0.26052792
## 58  0.12293083 23.88297 0.3029172       NA          NA 0.033400503 0.11140618
## 59  0.15708419 26.69859 0.3526753       NA          NA 0.031709454 0.17037817
## 60          NA       NA        NA       NA          NA 0.067862546 0.66508485
## 61  0.11498830 22.19441 0.2720081       NA          NA 0.020664862 0.04479133
## 62  0.16986314 34.81807 0.4974464       NA          NA 0.024453482 0.29464461
## 63  0.18304542 35.46156 0.4806656       NA          NA 0.227353908 0.17509230
## 64  0.25970971 31.13754 0.4141487       NA          NA 0.014516391 0.47430853
## 65          NA       NA        NA       NA          NA 0.128909967 0.46380382
## 66  0.16710775 29.46246 0.3895834       NA          NA 0.012196882 0.22838202
## 67          NA       NA        NA       NA          NA 0.286745662 0.19709319
## 68  0.34352809 36.04644 0.4767221       NA          NA 0.040670809 0.14261019
## 69          NA       NA        NA       NA          NA 0.039207659 0.15626147
## 70  0.20981541 24.66018 0.3213893       NA          NA 0.017189212 0.65990225
## 71          NA       NA        NA       NA          NA 0.036057435 0.09209085
## 72  0.14477123 23.80005 0.3060401       NA          NA 0.012246907 0.22487321
## 73  0.19609886 31.66348 0.4144187       NA          NA 0.185567328 0.29293685
## 74  0.24078693 29.04834 0.3926509       NA          NA 0.036455741 0.27846276
## 75  0.19421313 30.18075 0.3892443       NA          NA 0.054191449 0.06769332
## 76  0.26155204 34.46271 0.4531987       NA          NA 0.015957430 0.33723267
## 77  0.20145933 35.34499 0.4992846 138.3595          NA 0.109754706 0.41265198
## 78  0.22040500 32.47018 0.4575729       NA          NA 0.024348766 0.54838042
## 79  0.21340966 31.89096 0.4139661       NA          NA 0.021662653 0.54577698
## 80  0.35304974 36.59263 0.4923564       NA          NA 0.121167003 0.52435863
## 81  0.21621754 34.06881 0.4507877       NA          NA 0.030520071 0.44827288
## 82  0.16318634 30.51232 0.4137775       NA          NA 0.024504754 0.34267322
## 83  0.19567271 35.15641 0.4991327       NA          NA 0.030816195 0.30240859
## 84  0.25156630 38.86160 0.4982897       NA          NA 0.031207508 0.30997159
## 85  0.17646868 29.92433 0.3784246       NA          NA 0.024554835 0.09221757
## 86  0.18749997 28.03075 0.3634573       NA          NA 0.032553165 0.42729318
## 87          NA       NA        NA       NA          NA 0.028924486 0.04305214
## 88  0.10196269 24.20718 0.2988564       NA          NA 0.036143224 0.20702273
## 89  0.12935258 23.23082 0.2950123       NA          NA 0.009602298 0.13897133
## 90  0.33612482 36.75110 0.5062466       NA          NA 0.050049336 0.34594334
## 91  0.23126831 33.08215 0.4339669       NA          NA 0.053054379 0.35135000
## 92  0.42932467 36.51520 0.4943147       NA          NA 0.127167325 0.22285693
## 93  0.16923835 30.93600 0.4110591       NA          NA 0.023064707 0.04557286
## 94  0.13331156 24.87767 0.3325719       NA          NA 0.018353096 0.30255465
## 95  0.12426784 21.94132 0.2672414       NA          NA 0.025480489 0.02745375
## 96  0.20878279 31.65313 0.4197343       NA          NA 0.013158771 0.18919366
## 97  0.15159615 27.88877 0.3647305       NA          NA 0.036488529 0.68584650
## 98  0.25919652 31.51647 0.4133079 201.7222          NA 0.014350935 0.95566333
## 99  0.20863734 30.39726 0.4044873       NA          NA 0.127921350 0.17458549
## 100 0.09633023 21.61371 0.2668410       NA          NA 0.028564969 0.04211164
##          ptsdf    ozone     pm25  d_dslpm_2  d_cancr_2 d_ptraf_2  d_pwdis_2
## 1   1.08713271 43.45316 8.297337  20.551376  1203.8700        NA         NA
## 2   0.12815287 43.16748 8.401689 -24.041662 -4428.8246        NA         NA
## 3   0.04657801 42.31874 7.133256  -4.067480  -987.8557        NA         NA
## 4   0.23587285 42.09358 7.856333  36.596005  7057.9545        NA         NA
## 5   0.22496000 42.85610 6.934824 -13.882709 -3251.3249        NA         NA
## 6   0.05077100 42.75757 6.909698  -7.962184 -1806.5473        NA         NA
## 7   0.27701601 39.17018 7.163471  11.160443  1190.8372        NA         NA
## 8   0.05320158 39.68727 7.278513  30.140105  5922.3808        NA         NA
## 9   0.16304169 39.02552 7.724246  20.639936  4327.5557        NA         NA
## 10  0.36927853 37.20899 7.038491         NA         NA        NA         NA
## 11  1.47101235 43.01987 7.345986 -34.807720 -4595.5819        NA         NA
## 12  0.60848659 42.68886 8.180606 -14.220791 -2495.3479        NA         NA
## 13  0.67363869 46.20573 8.761144 -33.020743 -3669.8362        NA         NA
## 14  1.46360828 42.81260 8.063705 -19.448456 -3585.2037        NA         NA
## 15  0.09201705 40.84772 6.815600 -31.166904 -4722.7950        NA         NA
## 16  0.29240034       NA       NA         NA         NA        NA         NA
## 17  0.11376247 42.59759 8.082435   7.942334  1467.0650        NA         NA
## 18  1.54476147 44.06155 8.792430 -17.436018 -2885.2142        NA         NA
## 19  0.14415137 42.77030 8.350016 -32.181789 -4622.3431        NA         NA
## 20  0.15278969 39.93143 7.372454 -16.497980 -3658.6480        NA         NA
## 21  0.06446356 39.48394 7.050079  10.168985  1613.3788        NA         NA
## 22  0.07688091 38.52373 7.243753 -15.284781 -3979.9191        NA         NA
## 23  0.61789945 43.77920 8.837614   6.773251   343.0038        NA         NA
## 24  0.31620173 37.60878 7.551723  16.496518  3253.2133        NA         NA
## 25  0.37592439 38.15876 7.074984  -1.149317  -815.0022        NA         NA
## 26  0.95848908 42.57637 8.496981         NA         NA        NA         NA
## 27  0.04610997       NA       NA         NA         NA        NA         NA
## 28  0.21525972       NA       NA         NA         NA        NA         NA
## 29  0.85883220 45.75724 8.415621 -18.788098 -3233.2286        NA         NA
## 30  0.32604591 45.29172 8.444352 -54.564412 -7137.7812        NA -0.3881073
## 31  0.11223393 38.91913 7.685799  42.282331  7716.2569        NA         NA
## 32  2.53619109 43.33128 8.889867  99.323169  8727.8340        NA         NA
## 33  0.44352947 41.06751 7.849900  59.011437  7571.0044        NA         NA
## 34  2.80220190 45.62033 8.323611  32.605858  2701.6437        NA         NA
## 35  0.26961895 42.36211 8.351386   1.722497   535.1733        NA         NA
## 36  1.69676397 44.64218 9.068831  -5.934967 -1126.4565        NA         NA
## 37  0.07133688 39.87465 7.206519  -3.327160  -566.2376        NA         NA
## 38  0.07363816 41.10496 7.178174  -5.027040 -1171.6520        NA         NA
## 39  0.82028443 42.89987 8.461853  16.227701  1752.3992        NA         NA
## 40  0.09456515 40.92197 7.861686  36.680871  6588.0666        NA         NA
## 41  3.47950235 45.49677 8.297834         NA         NA        NA         NA
## 42  0.39617224 40.64639 7.813898  43.870843  6684.4612        NA         NA
## 43  0.17011664 42.33418 8.512906  17.262215  2627.8827        NA         NA
## 44  0.23949379 43.09712 7.094344 -23.576567 -4205.6319        NA         NA
## 45  0.85179504 42.23842 7.545074         NA         NA        NA         NA
## 46  0.24381093 39.84965 7.400615  42.835331  7816.2670        NA         NA
## 47  0.12642215 42.44037 8.237348         NA         NA        NA         NA
## 48  0.01079700       NA       NA         NA         NA        NA         NA
## 49  0.78886206 45.18093 8.764580 -39.305533 -4823.7465        NA         NA
## 50  0.16023591 40.21792 7.084506 -10.091257 -1871.3535        NA         NA
## 51  0.23723157 41.76211 8.473712  -9.279486 -1500.3830        NA         NA
## 52  0.06736424 38.41021 7.287337  16.318307  3657.2599        NA         NA
## 53  0.98595583 42.39778 8.334647  28.768817  3472.7808  26375.88         NA
## 54  0.24472760 40.11526 7.688266  35.785793  4908.2969        NA         NA
## 55  0.71207911 44.62358 8.937224 -40.577344 -5884.8501        NA         NA
## 56  0.40135613 42.49923 7.532774 -16.968279 -3077.8925        NA         NA
## 57  0.04351834 37.77120 7.115526 -13.922160 -3354.1415        NA         NA
## 58  0.27539939 43.80217 7.177182 -22.799946 -4321.9475        NA         NA
## 59  0.03827832 40.02853 7.372141  17.610881  2897.1718        NA         NA
## 60  2.90562508 45.63926 9.053602         NA         NA        NA         NA
## 61  0.20259426 42.99487 6.937168 -17.519777 -3352.1092        NA         NA
## 62  0.13744873 42.48438 7.548112  12.808992  2579.9124        NA         NA
## 63  0.20682394 42.23749 7.873792 -28.471171 -5800.1959        NA         NA
## 64  0.76606257 41.45326 8.070645  31.534701  3323.5950        NA         NA
## 65  2.50534509       NA       NA         NA         NA        NA         NA
## 66  0.14664309 40.25518 7.667405  31.739172  5377.0854        NA         NA
## 67  0.63343122       NA       NA         NA         NA        NA         NA
## 68  1.70097135 43.06996 8.642183 -26.492157 -3277.0682        NA         NA
## 69  0.12481899       NA       NA         NA         NA        NA         NA
## 70  0.72070612 40.29246 6.873827  24.157500  2222.2731        NA         NA
## 71  0.12745439       NA       NA         NA         NA        NA         NA
## 72  0.07536073 39.66935 6.968614  -3.732316  -600.7129        NA         NA
## 73  0.28197182 42.80025 8.243473   7.858191   156.6856        NA         NA
## 74  1.40174886 40.68700 7.640995  46.381466  4914.9433        NA         NA
## 75  0.06543010 42.61664 8.065378 -40.768210 -6189.2647        NA         NA
## 76  0.95011376 44.24613 8.098258 -18.110936 -2812.9806        NA         NA
## 77  0.31866491 41.82070 7.775240  23.949293  4014.6142  23287.06         NA
## 78  0.31598072 40.78964 8.097868  93.864929 14312.4573        NA         NA
## 79  0.72282342 43.40692 7.935987  -2.351094  -561.4391        NA         NA
## 80  0.84194379 45.84296 8.610601  -1.456152 -1092.5594        NA         NA
## 81  0.52553177 43.01237 8.377364 -12.060370 -2452.1705        NA         NA
## 82  0.24234168 40.44053 8.094001  29.088417  5546.7069        NA         NA
## 83  0.28337228 41.85259 8.046123  48.043113  8486.5525        NA         NA
## 84  0.19452894 43.96000 8.056566 -19.782266 -3404.0299        NA         NA
## 85  0.32579919 43.85664 7.818871 -36.860752 -6276.2788        NA         NA
## 86  0.17932866 42.81762 7.638205 -13.312812 -2111.8831        NA         NA
## 87  0.20126995 40.71103 7.311667         NA         NA        NA         NA
## 88  0.76833204 41.13817 7.122076 -16.078811 -3692.1865        NA         NA
## 89  0.03473965 38.95505 6.717312  12.014319  2157.6878        NA         NA
## 90  1.01051814 43.77941 8.611828 -67.587978 -7958.5588        NA         NA
## 91  0.60129843 42.10568 8.223186  61.006643  8724.8916        NA         NA
## 92  2.04847960 43.24921 8.914699 -22.203707 -3083.1211        NA         NA
## 93  0.04271949 41.31524 7.980443  40.327023  7541.5281        NA         NA
## 94  0.05122357 39.13543 7.030489  17.607095  3307.8067        NA         NA
## 95  0.43563828 42.88532 6.975358 -14.157800 -2943.2669        NA         NA
## 96  0.54042891 41.01689 8.147968  38.922582  5520.0693        NA         NA
## 97  0.32942549 42.38774 7.707809 -12.019035 -2652.8743        NA         NA
## 98  0.60423848 41.58397 8.106571  52.645706  6138.7943  55491.22         NA
## 99  0.19750888 43.62504 8.100779 -16.699409 -2764.4715        NA         NA
## 100 0.35770114 43.58217 6.937257 -11.385999 -2649.4924        NA         NA
##        d_pnpl_2   d_ptsdf_2  d_ozone_2    d_pm25_2 state_name region  arealand
## 1     0.5917337   26.870053  1412.7912   275.69598         NA      4   9705172
## 2    -4.8455965  -20.473410 -6126.9818 -1194.02764         NA      4  28056590
## 3    -2.1888089   -2.472353 -1882.2382  -321.03837         NA      4  55191000
## 4     8.6984956   62.906865  8363.9082  1560.80197         NA      4  72446218
## 5   -12.4242546  -33.067156 -6622.9999 -1074.63713         NA      4  50040991
## 6    -1.4888087   -5.161336 -3720.8510  -603.55075         NA      4  40037633
## 7    32.3761427   60.770019  1664.1217   307.71381         NA      4  61565730
## 8     3.9088078   10.760871  8919.1509  1639.44463         NA      4  90542929
## 9     4.1458859   20.649824  5627.3801  1112.53197         NA      4  73093152
## 10  -10.6908290  -71.182700 -5627.6207 -1058.05120         NA      4  24437611
## 11  -31.6276999 -155.673361 -7355.8743 -1256.31243         NA      4  11041032
## 12   -1.5658187  -26.736616 -3384.0428  -652.44374         NA      4  22605981
## 13    6.1549285  -49.727602 -4691.6710  -889.47173         NA      4   9953214
## 14   -2.5014372  -34.284646 -4853.3678  -927.94003         NA      4  19712782
## 15   -4.2889766  -21.003086 -8023.2817 -1355.29350         NA      4 103741447
## 16   -5.9471799  -37.628896         NA          NA         NA      4  18259670
## 17    1.6848854    4.358018  2023.8269   383.94511         NA      4  61205150
## 18   -5.1299145  108.927675 -3859.3651  -763.77852         NA      4  10942641
## 19   -9.2225248  -48.818261 -5567.3707 -1158.05598         NA      4  50446868
## 20   -1.5119331  -23.460125 -5475.3532 -1022.56329         NA      4  56182579
## 21    0.9058248    6.340625  2556.6407   456.73971         NA      4  31941424
## 22   -2.0101190  -11.908486 -6187.3632 -1162.38009         NA      4  79543501
## 23    3.6018711   27.185857   343.2925    71.52735         NA      4  15614148
## 24    5.6111725   56.877641  4003.8245   802.22877         NA      4  51695964
## 25   -8.6836342   14.583209  -837.4091  -155.75899         NA      4  28594956
## 26   51.3032435  219.351608  9598.2731  1916.24931         NA      4   8667309
## 27   -5.9192294  -13.446060         NA          NA         NA      4  45227721
## 28   -1.5999880  -49.567393         NA          NA         NA      4  31017168
## 29   -2.6541790   49.439837 -4476.5123  -820.86207         NA      4  13265850
## 30   -8.3060765  -71.887248 -9617.6567 -1788.75372         NA      4  27318712
## 31    4.3315632   22.174539 10382.2872  2060.47422         NA      4  62063541
## 32   15.0891989  642.048733  8958.4183  1849.54677         NA      4   4849070
## 33    3.6399680  144.296965 10169.6682  1952.81060         NA      4  27852463
## 34    1.2231501  447.856464  3215.2821   584.02608         NA      4   4346296
## 35    0.6129208   -3.971657   689.6062   129.34560         NA      4  42458569
## 36    2.6733595  122.561959 -1630.3906  -329.21562         NA      4   5325499
## 37   -0.5275630   -2.414226  -872.4392  -156.60694         NA      4  88218172
## 38   -0.8971101   -3.744216 -2075.0431  -365.84585         NA      4  94523270
## 39   66.8292110  134.634349  1890.2985   371.67512         NA      4  43057817
## 40    4.1996196   23.713563  9504.4834  1826.07701         NA      4  53142391
## 41    1.8795799  846.567614  6257.0133  1147.20753         NA      4   5728933
## 42    2.7857882   48.171735  8879.3636  1704.97188         NA      4  36754266
## 43    2.5933520   14.628112  3260.2272   653.52078         NA      4  25264115
## 44  -44.9660626  -43.633784 -8171.0675 -1344.17127         NA      4  29869038
## 45  -22.5928132 -131.960213 -7587.5981 -1347.88146         NA      4  13415068
## 46    4.1457976   81.766808 11155.0741  2069.00279         NA      4  48141543
## 47   22.2835949   35.941428 14529.8940  2821.84540         NA      4  40416017
## 48    0.9905509    1.162028         NA          NA         NA      4 264322562
## 49    1.5717447   -7.998501 -6096.9352 -1185.70080         NA      4  13278118
## 50   -5.5929307  -21.810297 -3208.9149  -580.48084         NA      4  48930129
## 51   -2.2163470   10.276220 -1893.8139  -394.15708         NA      4  24396212
## 52    4.0569737    7.905455  4868.1102   921.52809         NA      4 174405280
## 53    2.2668094  274.399867  4221.5015   834.74241         NA      4  17854254
## 54    3.0015053   45.188111  6787.8277  1298.48307         NA      4  21992128
## 55   -7.3761768  -61.355040 -7610.6373 -1511.69317         NA      4  15324508
## 56   -3.2626041  -31.250327 -4837.4645  -851.39914         NA      4  36757340
## 57   -3.2152458   -6.348176 -5315.1500 -1000.27333         NA      4  47691305
## 58   -6.5309125  -62.643841 -7864.0550 -1288.82711         NA      4  72781108
## 59    2.6588976    4.101619  4338.0003   800.79181         NA      4  56292151
## 60    9.7903646  488.219227  4988.0378   975.92941         NA      4   2443328
## 61   -3.1144198  -32.540697 -6498.1933 -1048.69635         NA      4  40931456
## 62    2.4536235   10.200370  3067.7774   542.01835         NA      4  57865566
## 63  -30.5899005  -21.820700 -6697.1092 -1252.35255         NA      4  31701357
## 64    1.4960622  122.542673  4371.2015   851.37853         NA      4  21534459
## 65    0.6620284   61.446172         NA          NA         NA      4   4148354
## 66    2.0529568   23.247924  7236.1099  1383.15040         NA      4  63177177
## 67   37.7457720   87.909405         NA          NA         NA      4  20556435
## 68   -3.5618019    7.150624 -4238.7095  -844.17852         NA      4  13728066
## 69   -1.8526777    2.115135         NA          NA         NA      4  67041199
## 70    1.5422046  151.600314  3479.5683   593.61949         NA      4  22600633
## 71   -4.9715778  -43.661769         NA          NA         NA      4  70520162
## 72   -0.3830521   -5.012284 -1039.1365  -180.70475         NA      4  53341640
## 73   18.4907939   53.187849    90.9426    14.49219         NA      4  39082367
## 74    6.1619742  404.075452  6847.3815  1286.11669         NA      4  17600209
## 75  -11.8460834  -13.917710 -8734.7907 -1654.64357         NA      4  51300526
## 76   -1.4765618  -16.144480 -3791.8971  -693.41967         NA      4  23560418
## 77   11.4159067   44.309148  4772.4339   889.46887         NA      4  29924065
## 78   11.1722174  108.347311 18175.1179  3600.08375         NA      4  27879951
## 79   -0.1120998   30.122316  -831.7208  -143.43051         NA      4  21231595
## 80    1.1215722   83.884744 -1603.3524  -300.74232         NA      4  14092801
## 81   -2.2982708  -22.498194 -3265.9712  -626.86692         NA      4  28163005
## 82    3.8187215   60.106797  7336.9841  1466.96740         NA      4  54430165
## 83    7.2844649   80.502987 10032.1969  1930.90257         NA      4  30613706
## 84   -4.2377916  -25.704413 -4376.4992  -808.38870         NA      4  22247184
## 85   -5.4273462  -61.845069 -9187.2788 -1639.36547         NA      4  37514194
## 86   -2.5116317  -12.637766 -3240.1925  -578.82070         NA      4  23430269
## 87    3.9835576    2.156075  3713.3598   621.69114         NA      4 113900872
## 88   -5.7060760  -77.628447 -6219.0757 -1083.50442         NA      4  39205660
## 89    1.1212571    4.175012  3618.1602   623.90660         NA      4 202420784
## 90  -12.8474404 -188.926294 -9362.5210 -1870.17017         NA      4  15909268
## 91   13.0669557  173.633556 11081.3609  2164.50686         NA      4  19809334
## 92  -11.3647092  -39.392885 -3800.9853  -779.20077         NA      4   4752042
## 93    6.0486761   11.418495 10088.0839  1950.18155         NA      4  74094196
## 94    2.6680361    8.512272  5146.9329   926.95529         NA      4  59830414
## 95   -3.6352602   -6.007321 -5828.4766  -952.20496         NA      4  26101949
## 96    2.0729228  160.277817  6811.2478  1354.87258         NA      4  19128510
## 97   -3.6963547   -1.835258 -4138.7287  -751.11986         NA      4  36872637
## 98    2.6572699   84.425278  7954.1711  1549.22281         NA      4  17309323
## 99   -9.7790314  -11.400715 -3990.1952  -737.88510         NA      4  30982004
## 100  -3.5844913  -43.146908 -5385.6333  -856.48143         NA      4  62277694
##        areawater     npl_cnt   tsdf_cnt shape_length shape_area
## 1      247718.31 0.000000000 0.10619469    16632.472   15255287
## 2      393582.83 0.000000000 0.04166667    32339.270   43472594
## 3      337730.82 0.000000000 0.00000000    47686.766   86083790
## 4      768590.16 0.000000000 0.05263158    48568.005  109294568
## 5      367869.32 0.045454545 0.09090909    50378.349   78033330
## 6       27830.31 0.000000000 0.00000000    45198.050   61461012
## 7     9684688.54 0.028571429 0.02857143    44564.024  107704421
## 8     5454406.80 0.000000000 0.05000000    61154.495  147220913
## 9     1064866.65 0.000000000 0.06451613    50571.628  109751216
## 10    5765756.80 0.022222222 0.11111111    26881.791   44096242
## 11      58070.15 0.019480519 0.16883117    19188.706   16829296
## 12     357239.59 0.000000000 0.12068966    27128.920   34938538
## 13      74539.27 0.010638298 0.12765957    15343.280   15120860
## 14     113522.63 0.000000000 0.22580645    23384.365   30319498
## 15   30185484.17 0.000000000 0.00000000    73406.074  206828689
## 16   29597977.11 0.000000000 0.04166667    30488.246   71248256
## 17     480215.61 0.000000000 0.00000000    48318.567   95389232
## 18     399422.35 0.000000000 0.24210526    19163.296   17219368
## 19    2018138.14 0.000000000 0.05714286    41599.773   79732056
## 20    1372616.38 0.000000000 0.09523810    50631.563   86252274
## 21   11283297.29 0.000000000 0.00000000    37789.929   66391123
## 22    2145393.57 0.000000000 0.00000000    60531.914  122190903
## 23     132462.92 0.012987013 0.10389610    22651.292   23713701
## 24     930300.91 0.021276596 0.06382979    40543.603   77242900
## 25    2698672.06 0.015625000 0.04687500    28380.221   46878668
## 26      78378.02 0.010256410 0.07692308    14382.874   13079212
## 27   45668265.87 0.000000000 0.00000000    64336.665  140467177
## 28   93766326.81 0.000000000 0.06250000    54538.082  189463000
## 29     346779.90 0.000000000 0.11111111    20407.911   20734270
## 30     295964.04 0.000000000 0.08000000    32458.768   42204499
## 31     417449.38 0.000000000 0.02941176    48818.850   93187525
## 32     193160.93 0.000000000 0.25490196    11840.642    7726971
## 33      79027.81 0.000000000 0.04255319    28704.803   42671458
## 34      48495.04 0.000000000 0.19341564    11063.320    6750868
## 35     239289.40 0.000000000 0.13333333    40874.076   65509433
## 36     119233.55 0.023121387 0.13872832    13072.568    8191518
## 37    1329200.80 0.000000000 0.00000000    64364.255  138657055
## 38    3132579.12 0.000000000 0.12500000    63864.260  147122814
## 39     453239.12 0.062500000 0.21875000    36843.194   67132497
## 40      93645.31 0.000000000 0.00000000    47917.445   80468939
## 41     104180.57 0.000000000 0.25684932    11907.427    8948744
## 42     331863.08 0.000000000 0.03921569    32279.681   57151700
## 43     268315.61 0.000000000 0.03278689    29421.345   38483227
## 44      50801.62 0.041666667 0.04166667    29469.504   45304974
## 45      76909.72 0.013888889 0.15277778    21643.093   20319338
## 46     986179.95 0.000000000 0.10526316    42400.040   75903271
## 47     158293.84 0.000000000 0.00000000    31517.511   60633209
## 48  365493493.83 0.000000000 0.00000000   151760.736  950206957
## 49     537423.62 0.017857143 0.12500000    19971.202   21050578
## 50     375165.04 0.000000000 0.03846154    43113.570   74167011
## 51     137658.19 0.000000000 0.09523810    29534.581   37114395
## 52     861689.29 0.000000000 0.00000000    99962.269  261941044
## 53     289872.68 0.000000000 0.21621622    22462.512   27419126
## 54     125538.32 0.000000000 0.08510638    26119.300   33230534
## 55     467293.00 0.000000000 0.16000000    22803.171   23870414
## 56     450867.16 0.000000000 0.12903226    37512.136   56516678
## 57     378294.18 0.000000000 0.00000000    42171.371   72066349
## 58     302547.69 0.000000000 0.06250000    55825.639  111497894
## 59      35552.86 0.000000000 0.00000000    48085.940   85902875
## 60     105115.93 0.001801802 0.17837838     8468.602    3829650
## 61     116285.21 0.000000000 0.07142857    44699.656   62867433
## 62    1178178.23 0.000000000 0.04545455    47457.842   88913635
## 63     363524.12 0.052631579 0.05263158    31083.286   48260569
## 64      95043.48 0.000000000 0.13846154    25404.856   33088916
## 65    2949491.43 0.008333333 0.24166667    12658.684   10397404
## 66    1637540.14 0.000000000 0.04545455    51636.378  100291031
## 67    3864819.19 0.020833333 0.08333333    23390.838   36225054
## 68     118333.24 0.000000000 0.09333333    18513.247   21232346
## 69   44851672.15 0.000000000 0.07692308    57417.720  167753223
## 70    6220967.92 0.000000000 0.11538462    24384.921   44424126
## 71    5088548.94 0.000000000 0.03125000    51381.074  111633040
## 72   17652458.08 0.000000000 0.08333333    47811.228  109183126
## 73    1200720.04 0.038461538 0.03846154    31776.675   62288065
## 74      85915.04 0.000000000 0.17708333    21208.881   26805215
## 75     163669.58 0.000000000 0.00000000    47430.436   77398465
## 76     230245.31 0.000000000 0.13953488    27449.779   36162186
## 77     378975.37 0.024390244 0.02439024    26139.204   45271555
## 78      57686.30 0.000000000 0.05681818    30367.812   41372113
## 79     267556.83 0.000000000 0.15942029    27001.804   33248253
## 80     342931.88 0.010638298 0.12765957    19003.383   21903895
## 81      90245.92 0.000000000 0.09615385    28997.415   42619730
## 82     109418.36 0.000000000 0.02222222    43645.134   81452028
## 83     142295.74 0.000000000 0.11111111    28346.420   45765284
## 84     548755.46 0.000000000 0.06521739    26219.210   34310976
## 85     567236.87 0.000000000 0.06451613    39602.696   58901445
## 86     175213.41 0.000000000 0.05084746    29707.953   36523192
## 87    2701347.25 0.000000000 0.08333333    64159.966  176258315
## 88     204405.56 0.000000000 0.20000000    38617.028   59158429
## 89  106914890.40 0.000000000 0.00000000    99363.756  472064660
## 90     174911.46 0.000000000 0.19417476    20752.713   24018825
## 91    1278306.94 0.000000000 0.06060606    23628.939   32586051
## 92     127631.20 0.006593407 0.16263736    11247.369    7431963
## 93    2621338.93 0.000000000 0.00000000    55853.226  118641479
## 94   13018813.33 0.000000000 0.00000000    45613.673  111088118
## 95      75234.16 0.000000000 0.06451613    35324.135   40313310
## 96     131402.55 0.000000000 0.05333333    24325.845   29025849
## 97     129479.87 0.000000000 0.07547170    36349.714   56948215
## 98     260594.36 0.000000000 0.12727273    21296.158   26702991
## 99     258306.93 0.035714286 0.03571429    32201.204   48024718
## 100    117273.92 0.000000000 0.15384615    54798.255   95288563
##           county num_tested per_tested num_high_lead per_highlead_h
## 1       ALAMANCE      1,951       50.1            36           0.02
## 2      ALEXANDER        516       71.6             3           0.60
## 3      ALLEGHANY         75       38.9             1           1.30
## 4          ANSON        204       39.3             5           2.50
## 5           ASHE        259       62.4             0           0.00
## 6          AVERY        176       64.7             3           1.70
## 7       BEAUFORT        675       76.2             5           0.70
## 8         BERTIE        266       76.0             3           1.10
## 9         BLADEN        472       67.8             6           1.30
## 10     BRUNSWICK      1,191       59.7             3           0.30
## 11      BUNCOMBE      2,951       60.5            19           0.60
## 12         BURKE      1,359       75.9            16           1.20
## 13      CABARRUS      2,546       49.9            21           0.80
## 14      CALDWELL      1,069       68.5            10           0.90
## 15        CAMDEN        106       56.7             1           0.90
## 16      CARTERET        691       64.7             7           1.00
## 17       CASWELL        268       63.5             4           1.50
## 18       CATAWBA      2,180       65.2            12           0.60
## 19       CHATHAM        650       49.5             3           0.50
## 20      CHEROKEE        292       61.0             1           0.30
## 21        CHOWAN        177       63.9             1           0.60
## 22          CLAY         96       55.8             0           0.00
## 23     CLEVELAND      1,647       74.0            14           0.90
## 24      COLUMBUS        778       68.0            10           1.30
## 25        CRAVEN      2,087       76.6            16           0.80
## 26    CUMBERLAND      3,248       29.8            47           1.40
## 27     CURRITUCK        165       31.7             1           0.60
## 28          DARE        307       46.4             1           0.30
## 29      DAVIDSON      2,634       75.0            32           1.20
## 30         DAVIE        516       67.3             7           1.40
## 31        DUPLIN      1,001       73.6             5           0.50
## 32        DURHAM      4,558       54.7            23           0.50
## 33     EDGECOMBE        852       69.6             8           0.90
## 34       FORSYTH      5,519       63.4            62           1.10
## 35      FRANKLIN        856       60.5             4           0.50
## 36        GASTON      2,071       40.5            15           0.70
## 37         GATES        102       52.6             1           1.00
## 38        GRAHAM         85       54.5             0           0.00
## 39     GRANVILLE        694       58.4             1           0.10
## 40        GREENE        308       74.9             3           1.00
## 41      GUILFORD      8,773       71.1            74           0.80
## 42       HALIFAX        866       76.6            17           2.00
## 43       HARNETT      1,833       49.1            26           1.40
## 44       HAYWOOD        780       67.4             4           0.50
## 45     HENDERSON      1,231       57.7            13           1.10
## 46      HERTFORD        341       74.1             6           1.80
## 47          HOKE        835       48.4             8           1.00
## 48          HYDE         45       65.2             1           2.20
## 49       IREDELL      2,039       54.4            14           0.70
## 50       JACKSON        492       66.7             3           0.60
## 51      JOHNSTON      2,469       53.5            11           0.40
## 52         JONES        137       70.6             0           0.00
## 53           LEE      1,050       67.7            12           1.10
## 54        LENOIR        992       80.0            17           1.70
## 55       LINCOLN        644       38.7             6           0.90
## 56         MACON        405       61.3             5           1.20
## 57       MADISON        260       65.3             3           1.20
## 58        MARTIN        396       80.0             5           1.30
## 59      MCDOWELL        570       65.1             7           1.20
## 60   MECKLENBURG      9,800       33.3            72           0.70
## 61      MITCHELL         86       30.3             0           0.00
## 62    MONTGOMERY        484       88.3            10           2.10
## 63         MOORE      1,747       76.7            13           0.70
## 64          NASH      1,651       76.6            25           1.50
## 65   NEW HANOVER      3,026       68.6            34           1.10
## 66   NORTHAMPTON        257       69.3             3           1.20
## 67        ONSLOW      4,811       60.3            42           0.90
## 68        ORANGE      1,169       50.5             6           0.50
## 69       PAMLICO        162       99.4             1           0.60
## 70    PASQUOTANK        742       78.4            10           1.30
## 71        PENDER        877       68.5             4           0.50
## 72    PERQUIMANS        177       72.2             3           1.70
## 73        PERSON        340       40.3             7           2.10
## 74          PITT      2,587       62.5            12           0.50
## 75          POLK        132       42.6             1           0.80
## 76      RANDOLPH      2,208       71.3            24           1.10
## 77      RICHMOND        893       79.1            18           2.00
## 78       ROBESON      2,514       72.2            20           0.80
## 79    ROCKINGHAM      1,058       59.7            17           1.60
## 80         ROWAN      2,035       64.0            24           1.20
## 81    RUTHERFORD        432       32.2             2           0.50
## 82       SAMPSON      1,352       81.2            14           1.00
## 83      SCOTLAND        671       74.7            10           1.50
## 84        STANLY      1,098       78.0            16           1.50
## 85        STOKES        478       59.8             7           1.50
## 86         SURRY        801       53.6            20           2.50
## 87         SWAIN        198       67.6             3           1.50
## 88  TRANSYLVANIA        365       68.9             3           0.80
## 89       TYRRELL         38       52.8             2           5.30
## 90         UNION      1,648       34.1            10           0.60
## 91         VANCE        606       52.9             4           0.70
## 92          WAKE     12,820       50.7            98           0.80
## 93        WARREN        229       68.4             4           1.70
## 94    WASHINGTON        161       61.2             1           0.60
## 95       WATAUGA        581       77.3             6           1.00
## 96         WAYNE      2,082       64.1            12           0.60
## 97        WILKES        941       70.0             7           0.70
## 98        WILSON      1,488       77.7            21           1.40
## 99        YADKIN        424       56.2             4           0.90
## 100       YANCEY        171       48.4             2           1.20
##     num_tested_older five_nine very_high_lead_num  fips bf_acreage objectid
## 1              2,120        10                  1 37001    347.220 143210.0
## 2                569        NA                 NA 37003      0.000 143278.5
## 3                 94         1                 NA 37005      0.000 143296.0
## 4                282        NA                 NA 37007     20.120 143311.0
## 5                306        NA                 NA 37009      0.000 143331.5
## 6                190         1                 NA 37011      5.710 143350.5
## 7                741        NA                  1 37013    191.180 143376.0
## 8                314        NA                  2 37015         NA 143403.5
## 9                516        NA                  1 37017         NA 143429.0
## 10             1,345        NA                 NA 37019    268.390 143489.5
## 11             3,359         1                  2 37021    756.890 143611.5
## 12             1,453         4                  1 37023    209.040 143717.5
## 13             2,820         7                  4 37025    172.830 143793.5
## 14             1,208         5                 NA 37027    112.610 143871.5
## 15               110        NA                 NA 37029         NA 143905.5
## 16               732         1                  1 37031     18.843 143944.5
## 17               311        NA                 NA 37033         NA 143989.5
## 18             2,382         5                  3 37035    171.218 144046.0
## 19               732        NA                 NA 37037    516.627 144111.0
## 20               324         1                 NA 37039      0.000 144139.0
## 21               190        NA                  1 37041     90.980 144156.5
## 22               109        NA                 NA 37043         NA 144167.0
## 23             2,007         9                  1 37045    187.670 144209.0
## 24               950         3                 NA 37047         NA 144271.0
## 25             2,335         6                  1 37049     92.500 144326.5
## 26             3,640         8                  2 37051    258.110 144456.0
## 27               177        NA                 NA 37053      5.200 144561.0
## 28               319         1                 NA 37055         NA 144584.5
## 29             2,753         5                  1 37057     37.950 144654.5
## 30               544         4                  1 37059     17.900 144721.0
## 31             1,331         3                  2 37061    140.220 144750.5
## 32             5,104        10                  3 37063    602.340 144844.0
## 33             1,004        NA                  1 37065     47.680 144944.0
## 34             5,922        18                 11 37067   1176.624 145089.0
## 35               951         3                  1 37069     28.750 145225.5
## 36             2,314         2                 NA 37071    435.010 145327.0
## 37               115         1                 NA 37073         NA 145418.5
## 38                96        NA                 NA 37075     37.470 145427.5
## 39               773        NA                 NA 37077     32.980 145447.5
## 40               364         2                 NA 37079         NA 145470.0
## 41             9,349        19                  4 37081    647.893 145622.5
## 42               907         3                  2 37083    357.970 145794.0
## 43             2,204         7                  3 37085     56.210 145850.0
## 44               821        NA                  1 37087     40.430 145904.5
## 45             1,428         7                  1 37089    293.983 145964.5
## 46               359         2                 NA 37091         NA 146010.0
## 47               931         2                  2 37093         NA 146032.0
## 48                55        NA                 NA 37095         NA 146047.5
## 49             2,225         5                  2 37097    128.300 146106.5
## 50               543        NA                  1 37099         NA 146175.5
## 51             2,781         3                  1 37101     75.030 146230.5
## 52               151        NA                 NA 37103         NA 146276.0
## 53             1,189         3                  1 37105     60.830 146298.0
## 54             1,254         7                  6 37107     56.240 146340.0
## 55               774         1                 NA 37109     95.876 146388.5
## 56               465         1                 NA 37111     15.290 146429.0
## 57               287         2                 NA 37113      2.050 146458.5
## 58               594         2                 NA 37115     31.570 146480.5
## 59               626         2                  1 37117    147.500 146499.0
## 60            11,419        20                 10 37119   9324.310 146787.0
## 61               114        NA                 NA 37121         NA 147071.5
## 62               521         8                 NA 37123      3.550 147089.5
## 63             1,914         4                  1 37125     59.430 147129.0
## 64             1,892         9                  2 37127    382.280 147190.0
## 65             3,429        15                  8 37129   1594.160 147282.5
## 66               277         1                 NA 37131      7.100 147353.5
## 67             5,526         7                  5 37133         NA 147412.5
## 68             1,283         1                  1 37135    137.170 147498.0
## 69               178         1                 NA 37137         NA 147542.0
## 70               800         4                  2 37139         NA 147561.5
## 71               999         3                  1 37141    407.250 147590.5
## 72               196         1                 NA 37143         NA 147612.5
## 73               428         1                 NA 37145     25.690 147631.5
## 74             2,814         2                 NA 37147     82.480 147692.5
## 75               185         2                 NA 37149     50.980 147746.5
## 76             2,429         4                  6 37151    106.270 147795.5
## 77             1,000         3                  1 37153     10.000 147859.0
## 78             2,813         5                  3 37155    605.140 147923.5
## 79             1,166         5                 NA 37157         NA 148002.0
## 80             2,236         3                  1 37159    734.120 148083.5
## 81               659        NA                 NA 37161    166.200 148156.5
## 82             1,615         9                  1 37163     36.910 148205.0
## 83               736        NA                  1 37165   1183.260 148241.0
## 84             1,183         9                  1 37167     18.930 148277.5
## 85               507         4                 NA 37169      6.240 148316.0
## 86               887         5                 NA 37171    166.710 148361.0
## 87               223        NA                  1 37173     20.500 148396.5
## 88               402        NA                 NA 37175   1293.630 148415.0
## 89                46        NA                  1 37177         NA 148430.0
## 90             2,209         3                  4 37179    259.295 148484.0
## 91               714        NA                  1 37181     38.940 148552.0
## 92            13,995        34                 17 37183   1346.050 148796.0
## 93               260         2                  2 37185         NA 149031.0
## 94               218         3                 NA 37187     24.000 149046.0
## 95               641         2                 NA 37189     38.880 149069.0
## 96             2,475         8                  1 37191     94.460 149122.0
## 97               977         4                  1 37193     28.350 149186.0
## 98             1,560         8                  8 37195     48.380 149240.0
## 99               470         3                 NA 37197         NA 149281.5
## 100              205        NA                 NA 37199     79.670 149302.0
##               id acstotpop acsipovbas acseducbas acstothh  acstothu   minorpop
## 1   370010210849 1421.0265  1381.9292   956.0265 566.8938  617.2478  503.21239
## 2   370030404211 1546.6250  1489.5000  1113.5833 571.7500  683.2917  203.08333
## 3   370059501911  997.5455   986.3636   749.3636 431.4545  741.8182  129.54545
## 4   370079203792 1331.8947  1235.2105   952.2105 500.8421  610.2105  737.78947
## 5   370099705093 1217.5455  1202.3182   919.6364 536.5909  802.2273   90.27273
## 6   370119302633 1093.8125   889.4375   820.2500 411.6875  885.3750  137.68750
## 7   370139305119 1349.8000  1334.8857   963.2000 552.1429  740.8571  461.40000
## 8   370159602653  982.2000   916.1000   726.7500 398.8000  492.0500  645.45000
## 9   370179503874 1089.6129  1073.8710   779.0000 450.5806  576.6774  493.93548
## 10  370190311557 1409.5556  1397.6333  1101.2000 602.5111  966.3111  257.18889
## 11  370210021244 1652.4286  1610.6039  1208.5195 695.4091  789.5519  270.78571
## 12  370230207959 1546.7586  1500.0000  1108.1724 597.7931  708.4828  283.50000
## 13  370250416577 2143.0638  2123.5319  1415.4787 769.1383  830.7766  710.84043
## 14  370270307780 1319.0161  1299.3710   947.6774 525.7097  612.0968  163.98387
## 15  370299501018 1741.1667  1741.1667  1209.8333 639.3333  704.6667  341.16667
## 16  370319712691  957.2222   938.3194   721.5972 412.3611  693.2083  130.50000
## 17  370339303502 1263.6667  1212.7778   926.2222 506.1111  598.7778  490.72222
## 18  370350109627 1649.7789  1620.6842  1138.6105 643.1474  723.0842  398.57895
## 19  370370204075 1994.0286  1970.6571  1458.8857 815.0571  901.5714  567.68571
## 20  370399303768 1317.5238  1299.6667  1011.0000 566.4286  862.0952  115.09524
## 21  370419301439 1014.6429   991.0714   750.3571 427.4286  521.5000  407.85714
## 22  370439501431 1544.7143  1540.7143  1185.4286 723.1429 1044.1429   97.14286
## 23  370459508295 1261.8052  1237.1688   863.0909 478.9870  565.9610  340.15584
## 24  370479307747 1197.7234  1131.8723   837.7872 474.5957  558.5106  487.14894
## 25  370499606981 1610.6562  1527.4375  1054.0000 638.6094  732.9844  548.75000
## 26  370510124581 1703.1077  1622.6923  1050.3641 638.0410  747.8923  953.65128
## 27  370531689347 1719.7333  1707.4667  1218.5333 676.5333 1037.1333  220.26667
## 28  370559716072 1116.9062  1110.5312   832.8125 482.5312 1078.5938  138.96875
## 29  370570611163 1524.6667  1501.8148  1066.8796 606.2130  688.0648  297.37037
## 30  370590803882 1679.6400  1666.8400  1196.3200 639.9600  743.2800  257.16000
## 31  370610904745 1737.1176  1717.1176  1174.5882 640.6176  761.0588  838.00000
## 32  370630079165 2002.9869  1914.5490  1369.0000 806.8235  872.0850 1157.01307
## 33  370650208556 1134.7234  1117.7872   778.2979 454.7021  530.7447  722.08511
## 34  370670028099 1529.1070  1486.3169  1022.5185 603.6420  672.3539  657.32099
## 35  370690604511 2163.4000  2109.0667  1493.8000 824.9667  933.7333  788.60000
## 36  370710318228 1251.9364  1234.0000   862.4740 471.0636  530.5145  337.69364
## 37  370739701902 1156.3000  1149.0000   834.5000 447.7000  533.6000  427.50000
## 38  370759202252 1069.6250  1053.0000   755.2500 411.0000  752.1250  141.12500
## 39  370779704545 1839.8125  1752.8438  1293.0625 657.1875  752.1562  769.37500
## 40  370799501855 1616.0000  1433.4615  1149.3846 558.3846  639.6923  857.30769
## 41  370810172130 1793.0890  1734.3836  1194.0342 694.2842  776.5171  880.81849
## 42  370839306181 1014.4510   986.4902   713.5490 414.0392  508.2157  623.52941
## 43  370850708508 2137.0656  2078.4098  1372.9672 739.1148  839.8361  816.90164
## 44  370879219090 1259.0208  1242.8333   941.1458 548.6667  737.4583   89.58333
## 45  370899317175 1578.1250  1558.7500  1169.4306 670.5694  790.8194  264.83333
## 46  370919502535 1271.2105  1154.3158   880.5789 468.3684  559.5789  846.05263
## 47  370939706096 2129.5600  2062.1600  1364.0000 708.8800  828.3600 1270.96000
## 48  370959434502  898.8333   793.5000   642.6667 294.8333  541.5000  369.16667
## 49  370970610202 1540.4018  1524.8839  1053.8482 582.5536  650.3036  365.90179
## 50  370999493464 1625.2308  1478.5385  1037.6538 640.0769 1041.2692  309.76923
## 51  371010408370 2275.8571  2252.4405  1505.4167 799.4524  877.2024  722.50000
## 52  371039202145 1385.0000  1379.2857  1038.7143 591.0000  708.2857  522.00000
## 53  371050304233 1625.0000  1598.8378  1087.7027 587.6757  661.1622  681.72973
## 54  371070108067 1217.5957  1190.5957   847.1277 491.9362  586.1702  615.59574
## 55  371090706750 1628.8200  1612.0200  1157.9400 640.4400  704.5400  243.36000
## 56  371119705425 1455.1290  1420.5484  1051.3226 579.3871  687.0000  182.16129
## 57  371139704221 1228.9286  1219.2857   924.0000 560.6786  912.7500  131.57143
## 58  371150104565 1337.8125  1271.0625   953.5000 528.2500  680.7500   79.06250
## 59  371179703478 1097.8095  1088.7619   788.9524 451.0000  552.7619  526.23810
## 60  371190095454 1899.6649  1872.1045  1269.1874 727.1099  785.2162 1001.04685
## 61  371219502502 1074.2857  1043.8571   795.4286 454.3571  629.4286   81.64286
## 62  371239602824 1242.6364  1193.0909   863.3182 473.2273  737.9545  456.45455
## 63  371259506046 1677.7018  1657.1228  1212.9123 683.5965  818.2105  382.59649
## 64  371270107872 1446.2000  1415.4923   994.6615 564.9231  659.6308  717.64615
## 65  371290277119 1868.5917  1811.1083  1272.2250 780.3000  910.3667  428.13333
## 66  371319202461  917.5455   876.8182   683.1364 392.1818  530.4545  562.77273
## 67  371330115437 2019.9167  1806.2708  1074.7917 667.3438  817.7188  678.06250
## 68  371350112661 1905.8400  1757.1867  1185.9067 700.3867  766.6933  584.18667
## 69  371379532247  980.1538   923.6154   764.9231 411.6923  593.9231  252.61538
## 70  371399604432 1518.4231  1424.8077  1031.3077 568.4615  658.0000  685.80769
## 71  371419224926 1844.3750  1804.7500  1299.9375 680.1875  893.7812  465.06250
## 72  371439201510 1121.5833  1107.8333   842.8333 493.2500  594.6667  312.91667
## 73  371459203659 1511.7308  1489.3077  1074.0000 605.5385  708.7692  508.34615
## 74  371470010013 1847.6250  1776.1458  1113.4271 720.5104  818.3646  837.21875
## 75  371499201939 1704.8333  1679.0833  1316.9167 753.9167  972.8333  242.91667
## 76  371510309193 1662.3023  1641.6395  1146.8605 651.6395  722.6395  343.16279
## 77  371539706076 1102.1707  1064.3415   745.6098 452.3415  521.4634  470.43902
## 78  371559610364 1516.3864  1475.2386   973.3864 522.3750  603.0114 1129.88636
## 79  371570408473 1322.7536  1301.7246   948.7536 539.1449  637.3478  363.60870
## 80  371590511557 1485.1596  1440.2979  1019.7447 556.3936  652.4362  410.07447
## 81  371619606697 1279.4615  1255.8846   912.0000 506.6346  659.1346  211.90385
## 82  371639705205 1412.4667  1392.7556   944.8222 523.0444  613.5556  688.71111
## 83  371650103414 1306.0000  1208.3333   876.8148 485.6667  566.4815  736.51852
## 84  371679307617 1328.5652  1286.3261   927.2826 515.5870  600.8261  254.45652
## 85  371690704139 1480.8065  1462.8710  1083.9355 622.6452  715.6774  129.74194
## 86  371719306591 1222.0169  1204.6780   858.9322 491.2712  576.7797  192.89831
## 87  371739568841 1187.8333  1171.7500   821.4167 453.5833  745.9167  448.83333
## 88  371759603526 1340.5200  1298.7600  1014.6000 564.9200  782.4000  129.96000
## 89  371779601002  823.8000   685.0000   660.8000 326.2000  445.8000  384.40000
## 90  371790205833 2200.9126  2173.0485  1398.4078 729.7573  773.2427  603.22330
## 91  371819605639 1347.9394  1324.2424   907.1212 510.7273  609.6061  808.51515
## 92  371830572273 2300.1275  2251.0352  1527.2132 858.2374  926.2110  912.88132
## 93  371859502142 1335.5333  1271.8667   961.1333 518.6667  796.5333  823.80000
## 94  371879501670  810.4000   797.0000   559.0667 338.2000  430.5333  450.13333
## 95  371899205460 1745.7097  1560.2903   999.4839 656.6129 1081.2903  141.67742
## 96  371910008519 1653.3600  1608.5867  1094.7333 642.0400  720.9867  764.82667
## 97  371939606553 1291.6981  1271.4906   925.7925 535.0000  631.6981  160.75472
## 98  371950008696 1478.8364  1450.4364  1004.5818 584.1455  654.6364  780.90909
## 99  371970503224 1345.1786  1332.5000   951.1786 551.7143  621.4643  209.21429
## 100 371999602314 1359.0000  1346.8462  1009.1538 569.3846  862.3846  100.53846
##       minorpct lowincome lowincpct    lesshs  lesshspct    under5  under5pct
## 1   0.36638784  549.8673 0.4174402 138.30973 0.16106337  82.71681 0.05534797
## 2   0.13480558  582.7917 0.3879962 205.16667 0.19521105  75.91667 0.05013226
## 3   0.12637604  481.3636 0.4884076 175.09091 0.23365562  40.09091 0.04003484
## 4   0.55959010  581.5263 0.4721476 185.36842 0.19164984  62.94737 0.04794065
## 5   0.07734615  455.0455 0.3879327 144.86364 0.16137970  53.36364 0.04277098
## 6   0.09512622  402.4375 0.4580288 145.31250 0.15824990  40.18750 0.03719168
## 7   0.38511595  572.0000 0.4676535 119.65714 0.13187570  65.48571 0.04784239
## 8   0.59923326  458.7500 0.4699756 154.75000 0.18105236  42.20000 0.04088192
## 9   0.45789805  556.0645 0.5282522 154.77419 0.19129775  57.90323 0.05804781
## 10  0.14800353  435.1333 0.2979744 105.81111 0.09390192  58.94444 0.03692417
## 11  0.16561525  542.2013 0.3552642 109.04545 0.09264570  83.55844 0.05113294
## 12  0.16181111  630.1552 0.4088125 211.34483 0.19905904  73.68966 0.04662198
## 13  0.33755975  597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769
## 14  0.13623437  536.4839 0.4369692 192.14516 0.20592006  66.72581 0.05082282
## 15  0.16031274  497.8333 0.2440306 173.66667 0.12930086  82.00000 0.03515260
## 16  0.12501450  283.9583 0.2754435  63.93056 0.08136868  41.16667 0.03641695
## 17  0.38997361  467.7222 0.3974021 190.22222 0.20542034  58.77778 0.04116708
## 18  0.23764023  584.0211 0.3637524 168.67368 0.15466219  93.47368 0.05579495
## 19  0.26847936  578.9429 0.3080175 172.17143 0.13077810  98.65714 0.04966536
## 20  0.07971821  534.5714 0.4130994 138.66667 0.14873041  53.76190 0.03644420
## 21  0.32891504  431.2143 0.3595807 120.14286 0.13844495  47.42857 0.03680705
## 22  0.05476915  673.8571 0.4301222 136.85714 0.12365401  57.28571 0.04092866
## 23  0.28879995  562.4156 0.4598837 138.31169 0.16966641  69.98701 0.05510341
## 24  0.39639378  544.1489 0.4751125 154.51064 0.17251402  59.97872 0.04705761
## 25  0.37025334  535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879
## 26  0.56149506  676.5846 0.4321061  97.44103 0.10091263 130.36923 0.07146213
## 27  0.10272042  473.8667 0.2669347 132.00000 0.09136921  93.33333 0.04177162
## 28  0.08847438  323.4688 0.2152911  56.03125 0.05064283  52.40625 0.03357815
## 29  0.21677356  574.2407 0.4134189 176.68519 0.18121879  83.22222 0.05200953
## 30  0.15259076  505.0400 0.2957047 159.16000 0.13818610  79.24000 0.04207496
## 31  0.47423996  911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651
## 32  0.55135742  634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197
## 33  0.65018190  569.2553 0.5205601 158.25532 0.20412254  66.85106 0.05850100
## 34  0.43480323  554.8148 0.3857062 114.95885 0.12358054  93.57613 0.05999410
## 35  0.41599298  757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708
## 36  0.29255741  468.1503 0.4083612 131.69364 0.16806135  74.67052 0.05784186
## 37  0.37502417  345.2000 0.3064562 114.50000 0.13856905  47.60000 0.03636652
## 38  0.13159889  507.2500 0.5102192 143.87500 0.20654299  44.62500 0.04369245
## 39  0.44902076  585.7812 0.3574983 203.81250 0.17857174  90.59375 0.04478424
## 40  0.50874970  696.4615 0.4430114 297.69231 0.25728639  82.15385 0.04960535
## 41  0.50324802  636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475
## 42  0.61896109  514.8431 0.5291127 160.84314 0.23226848  53.37255 0.04872362
## 43  0.38726791  826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200
## 44  0.06974944  417.1250 0.3501710 112.14583 0.12502418  59.64583 0.04432084
## 45  0.17175784  485.0972 0.3301508 118.69444 0.10951766  76.79167 0.04756194
## 46  0.67658559  552.7368 0.4943198 183.00000 0.21197049  58.42105 0.04714758
## 47  0.59910684  894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228
## 48  0.26815016  344.1667 0.3094445 118.16667 0.12494005  46.66667 0.03172541
## 49  0.24765476  452.4196 0.3213845 116.20536 0.12328063  85.83036 0.05558499
## 50  0.17013023  603.6923 0.4158219 120.80769 0.11329549  75.00000 0.04741464
## 51  0.33985099  790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544
## 52  0.35035799  711.2857 0.5212350 191.00000 0.18566867  61.85714 0.04480687
## 53  0.43721250  654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165
## 54  0.55905630  572.2128 0.5143607 165.95745 0.21593098  69.74468 0.05918334
## 55  0.15357922  564.7800 0.3792087 167.14000 0.15292776  82.28000 0.05396395
## 56  0.13220938  604.5806 0.4300900 170.41935 0.16820049  63.61290 0.03928795
## 57  0.10542701  453.8929 0.3840277 104.92857 0.11932434  60.10714 0.04991263
## 58  0.05580211  489.9375 0.3966755 139.31250 0.15180438  59.75000 0.04371874
## 59  0.52007524  463.4286 0.4439387 131.76190 0.16717262  58.71429 0.05121487
## 60  0.50884357  553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193
## 61  0.07417470  367.3571 0.3517350 122.92857 0.17358753  47.78571 0.03800812
## 62  0.35259915  526.7727 0.4545660 178.77273 0.20578410  68.77273 0.04861627
## 63  0.24504187  482.3333 0.3225237 116.36842 0.11253872  94.08772 0.05588676
## 64  0.51998861  506.5538 0.3901742 145.21538 0.16136440  81.32308 0.05293687
## 65  0.23430134  627.8333 0.3617816  89.73333 0.07403077  94.28333 0.04764066
## 66  0.58645946  420.3182 0.4662727 140.36364 0.19343314  42.09091 0.04624607
## 67  0.33634818  716.0208 0.3990539  94.21875 0.09443355 182.72917 0.08478579
## 68  0.30402591  507.9200 0.3056277  86.37333 0.07371168  87.90667 0.04260098
## 69  0.25052233  365.2308 0.3808610  91.69231 0.11334706  35.61538 0.03404130
## 70  0.46773913  537.5769 0.4061748 139.42308 0.14148143  95.61538 0.07014012
## 71  0.24093321  569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447
## 72  0.24381010  423.6667 0.3265051 113.41667 0.11926838  51.00000 0.04028613
## 73  0.35292864  557.1154 0.3897150 146.65385 0.15027934  79.19231 0.05030882
## 74  0.45184130  775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115
## 75  0.13838409  547.0000 0.3180246 119.41667 0.08926729  56.50000 0.03136032
## 76  0.20997913  655.4651 0.4104823 213.19767 0.19328012  94.16279 0.05679491
## 77  0.41900496  522.1220 0.5046213 147.19512 0.19642232  67.78049 0.06309203
## 78  0.73012599  808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701
## 79  0.26714038  528.5652 0.4101226 165.13043 0.17479987  68.18841 0.04927362
## 80  0.28923702  552.0213 0.3882254 150.19149 0.15112388  83.77660 0.05400757
## 81  0.17218671  530.8269 0.4278625 158.55769 0.17539240  65.25000 0.04654670
## 82  0.50048924  668.5778 0.4881783 210.93333 0.21708758  90.91111 0.06240875
## 83  0.57434103  626.5185 0.5494986 176.70370 0.19973572  81.55556 0.06262461
## 84  0.20703864  472.6522 0.3902536 138.23913 0.15191692  74.76087 0.05447396
## 85  0.09390145  493.3226 0.3482443 178.35484 0.17394059  66.16129 0.04351066
## 86  0.15398007  512.8475 0.4217325 186.35593 0.21400064  62.88136 0.05045109
## 87  0.29115646  559.7500 0.4205642 178.41667 0.20406917  74.83333 0.04973617
## 88  0.08474291  501.1600 0.3971499 116.00000 0.11777856  56.40000 0.04337018
## 89  0.38438057  352.2000 0.4084500 161.80000 0.20181076  23.40000 0.02435449
## 90  0.27861942  518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711
## 91  0.66034214  661.1212 0.5370607 181.75758 0.21836497  83.75758 0.07088052
## 92  0.37327769  527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153
## 93  0.57548578  581.4667 0.4378546 187.53333 0.18868625  57.13333 0.04445049
## 94  0.49759896  385.0000 0.4404899 112.20000 0.18006760  42.40000 0.04705728
## 95  0.08092238  685.9032 0.4140439 104.61290 0.09945259  57.67742 0.03805517
## 96  0.48479155  722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114
## 97  0.12670923  549.6226 0.4335968 198.52830 0.21727845  64.24528 0.04622024
## 98  0.57064458  632.2545 0.4934099 197.81818 0.22799302  87.72727 0.05433693
## 99  0.15066664  556.3214 0.4282694 180.42857 0.18439632  70.71429 0.05350090
## 100 0.07497696  610.1538 0.4525804 159.69231 0.15618317  63.53846 0.04504534
##       over64 over64pct   pre1960 pre1960pct  vuleopct     vuleo      dispeo
## 1   232.8053 0.1771052 149.39823 0.26917124 0.3919140  535.9212   32.591983
## 2   295.3750 0.1978350  98.83333 0.15204557 0.2614009  405.8671 -141.949213
## 3   254.7273 0.2567598 111.36364 0.14555685 0.3073918  308.8310  -44.500683
## 4   228.5789 0.1856193 162.52632 0.27776011 0.5158688  670.7667  199.008126
## 5   292.1364 0.2449194 138.45455 0.18089747 0.2326394  276.5605 -154.695441
## 6   231.2500 0.2414349 132.43750 0.20044189 0.2765775  300.3192  -87.110398
## 7   308.8000 0.2338142 140.51429 0.21691664 0.4263847  519.7859   41.685262
## 8   206.2500 0.2105177 114.80000 0.23759821 0.5346044  572.3331  224.436740
## 9   217.8065 0.2077864  86.12903 0.16127426 0.4930751  530.2882  144.346120
## 10  413.1333 0.3172753  32.61111 0.04079631 0.2229890  348.2231 -151.043062
## 11  313.5844 0.1882356 182.86364 0.25920849 0.2604397  414.2111 -171.080960
## 12  296.4828 0.2045420 157.81034 0.22869348 0.2853118  468.8633  -79.000322
## 13  273.9255 0.1423851 148.53191 0.24402483 0.3324521  657.2000 -101.875670
## 14  249.4516 0.1942544 141.27419 0.25445192 0.2866018  354.1364 -113.060554
## 15  297.0000 0.1499563 118.00000 0.15064087 0.2021717  419.5000 -197.223193
## 16  225.5139 0.2491433  88.25000 0.14579878 0.2002290  209.5189 -129.530331
## 17  255.0000 0.2043939 143.33333 0.22032932 0.3936879  495.2352   47.643057
## 18  281.4632 0.1737724 132.84211 0.20538870 0.3006963  497.5845  -86.769046
## 19  465.8857 0.2216028 110.14286 0.14734296 0.2882484  576.4735 -129.813681
## 20  372.2381 0.2927199  98.76190 0.12519774 0.2464088  329.2558 -137.412566
## 21  237.2857 0.2037117 135.00000 0.20327347 0.3442479  424.2037   64.816078
## 22  453.1429 0.2840903 128.42857 0.12577411 0.2424457  386.4494 -160.690102
## 23  226.2078 0.1892872 116.22078 0.21392041 0.3743418  454.6878    7.754956
## 24  229.6170 0.2052754 116.02128 0.21920903 0.4357531  530.8153  106.580370
## 25  289.7344 0.1856566 107.82812 0.19839682 0.3746689  547.6264  -22.869893
## 26  191.2821 0.1234708  75.18462 0.12772951 0.4968006  828.0457  224.803074
## 27  266.4000 0.1572178  72.06667 0.07546156 0.1848275  349.8125 -259.318962
## 28  224.4062 0.1591291  87.46875 0.06585532 0.1518827  232.1986 -163.410813
## 29  267.2130 0.1801980 125.62963 0.20380424 0.3150962  442.1939  -97.844722
## 30  332.5200 0.2021550 133.28000 0.19491758 0.2241477  382.7131 -212.217265
## 31  300.8529 0.1803315 148.17647 0.19559573 0.4947542  880.0032  264.714198
## 32  242.1961 0.1355834 142.73203 0.21464011 0.4489100  915.7598  206.299586
## 33  208.2766 0.1971776 141.44681 0.28564615 0.5853710  649.2844  247.364121
## 34  232.6420 0.1587560 138.97119 0.23743353 0.4102547  611.1772   69.565758
## 35  347.2333 0.1769237 122.73333 0.14287362 0.4043219  783.4805   17.201756
## 36  195.1272 0.1653679 118.75723 0.25656432 0.3504593  407.1872  -36.250065
## 37  221.3000 0.2040917 121.70000 0.24954233 0.3407402  387.6701  -21.892642
## 38  248.7500 0.2319127  98.62500 0.15145431 0.3209090  328.2875  -50.574856
## 39  297.4688 0.1792519 123.90625 0.22249930 0.4032595  696.1428   44.479119
## 40  245.7692 0.1483293 117.38462 0.17642192 0.4758806  804.7418  232.352740
## 41  259.3836 0.1476139 144.51712 0.25187886 0.4575694  772.4190  137.304832
## 42  198.0980 0.2124153 141.98039 0.32554635 0.5740369  577.5869  218.267264
## 43  252.6885 0.1390586 119.26230 0.16789414 0.3976172  834.1685   77.217501
## 44  303.0833 0.2356631 170.29167 0.27994441 0.2099602  256.1733 -189.773316
## 45  395.8889 0.2535953 111.01389 0.14655408 0.2509543  379.2198 -179.753889
## 46  238.5263 0.1945493 124.47368 0.24906385 0.5854527  730.2465  279.982308
## 47  192.7600 0.1116875  64.80000 0.10680578 0.5255530 1096.9498  342.657287
## 48  147.8333 0.1205571  72.33333 0.08205631 0.2887973  385.0393   66.671538
## 49  234.3661 0.1568829  96.66964 0.17699338 0.2845196  412.0953 -133.516704
## 50  306.7692 0.2006694 121.57692 0.12965477 0.2929761  494.0606  -81.597925
## 51  289.3571 0.1462530 115.14286 0.17331659 0.3764352  761.6580  -44.453147
## 52  293.2857 0.2049262 154.00000 0.22027435 0.4357965  618.1292  127.560687
## 53  256.7027 0.1586252 113.48649 0.19075968 0.4317508  675.1211   99.544223
## 54  233.1064 0.1924665 163.97872 0.31277669 0.5367085  600.3022  169.028421
## 55  275.2200 0.1702729 100.84000 0.17838677 0.2663940  407.8475 -169.082360
## 56  283.7097 0.2056833 145.67742 0.21931611 0.2811497  401.6876 -113.720770
## 57  344.7500 0.2819852 146.17857 0.17015179 0.2447273  294.2633 -141.024552
## 58  280.3750 0.2184594 153.93750 0.23739674 0.2262388  294.0973 -179.757404
## 59  239.5238 0.2352747 161.95238 0.29790155 0.4820070  496.8406  107.995216
## 60  202.1928 0.1133439  85.37117 0.13903627 0.4058329  780.2090  107.345544
## 61  257.7857 0.2524531 167.78571 0.28102585 0.2129549  229.5586 -150.954604
## 62  238.9545 0.2055715 155.72727 0.24909687 0.4035826  513.8405   73.697335
## 63  398.2105 0.2316239 110.12281 0.16990685 0.2837828  435.6780 -158.565803
## 64  250.6769 0.1859334 125.01538 0.21611892 0.4550814  617.7099  105.464282
## 65  311.8917 0.1643263 132.41667 0.19807151 0.2980415  543.1824 -118.674851
## 66  222.7727 0.2596166 140.77273 0.29890600 0.5263661  504.4648  179.469161
## 67  174.9688 0.1040546  67.39583 0.11383226 0.3677010  726.9245   11.467733
## 68  244.8533 0.1307914  98.25333 0.14245257 0.3048268  576.5700  -98.480650
## 69  275.6154 0.2586799  96.30769 0.16168913 0.3156917  322.7673  -24.404257
## 70  244.8846 0.1725477 160.92308 0.31534397 0.4369570  624.2673   86.440134
## 71  323.0938 0.1809942  87.90625 0.11462612 0.2749736  523.4460 -129.833675
## 72  298.5833 0.1937675  96.50000 0.14325266 0.2851576  371.1532  -26.112882
## 73  277.9615 0.2040040 150.92308 0.23806169 0.3713218  537.5622    2.105488
## 74  228.5312 0.1349315  89.69792 0.16668811 0.4554483  821.9861  167.555219
## 75  501.3333 0.3053656 223.66667 0.22659512 0.2282044  398.8702 -204.983705
## 76  281.5465 0.1738452 126.93023 0.18688962 0.3102307  504.3061  -84.483258
## 77  187.6098 0.1703379 122.90244 0.26032744 0.4618131  504.4140  114.023843
## 78  215.3977 0.1465583 109.00000 0.20357671 0.6431741  980.2410  443.135290
## 79  256.6377 0.2021050 196.75362 0.31364523 0.3386315  450.2984  -18.222421
## 80  249.5319 0.1753235 175.23404 0.29282884 0.3387312  490.9233  -35.121845
## 81  264.5192 0.2189072 163.69231 0.26517778 0.3000246  377.0244  -76.162290
## 82  241.4667 0.1768444 120.44444 0.20907603 0.4943338  683.7422  183.444967
## 83  220.7407 0.1778456 121.22222 0.24794633 0.5619198  702.2288  239.642104
## 84  244.3913 0.1884201 185.00000 0.34485209 0.2986461  371.7971  -98.782171
## 85  293.4839 0.2079573 115.22581 0.16485219 0.2210729  314.8444 -209.658893
## 86  240.4915 0.2018956 137.57627 0.23097666 0.2878563  357.2810  -75.558754
## 87  227.5833 0.1929271 107.25000 0.14826737 0.3558603  508.1537   87.421784
## 88  389.0000 0.2880976 145.44000 0.22364280 0.2409464  323.8429 -150.970825
## 89  175.2000 0.1794784 127.80000 0.23118452 0.3964153  384.6713   92.880395
## 90  264.7476 0.1287587  67.33981 0.10678785 0.2727480  566.8866 -212.679081
## 91  234.7273 0.1739225 133.51515 0.26420751 0.5987014  740.7816  263.339938
## 92  250.2242 0.1242591  65.79341 0.10077470 0.3123999  727.1955  -87.512275
## 93  315.7333 0.2488037 144.33333 0.20662887 0.5066702  716.6377  243.590316
## 94  184.9333 0.2228574  97.13333 0.20507851 0.4690444  418.3383  131.293687
## 95  264.5161 0.1773820 135.35484 0.14139952 0.2474831  482.2409 -136.091413
## 96  257.6267 0.1637939 123.17333 0.20809333 0.4752131  752.3040  166.682069
## 97  264.2830 0.2089182 122.67925 0.21392598 0.2801530  359.9629  -97.558045
## 98  251.0727 0.1758329 146.32727 0.27139031 0.5320272  715.1185  191.312987
## 99  257.4286 0.1938092 145.67857 0.24983535 0.2894680  385.4222  -91.041604
## 100 336.8462 0.2496380 170.30769 0.21326206 0.2637787  358.0441 -123.315183
##          dslpm   cancer      resp    ptraf       pwdis        pnpl       prmp
## 1   0.31652977 34.59308 0.4576592       NA          NA 0.018487268 0.46651075
## 2   0.17280304 30.84475 0.3938572       NA          NA 0.037912568 0.09692420
## 3   0.09937925 21.84325 0.2680125       NA          NA 0.049249745 0.04654865
## 4   0.17955891 35.18457 0.4911926       NA          NA 0.045261657 0.05523394
## 5   0.09294807 20.98061 0.2573567       NA          NA 0.070518297 0.02690828
## 6   0.09034049 20.49582 0.2441193       NA          NA 0.016394080 0.02883423
## 7   0.15565777 26.63451 0.3599771       NA          NA 0.156930039 0.21707499
## 8   0.13397961 26.28007 0.3434102       NA          NA 0.016108952 0.17717621
## 9   0.14271858 29.93067 0.4174150       NA          NA 0.025594423 0.18182049
## 10          NA       NA        NA       NA          NA 0.069348304 0.14680634
## 11  0.25221749 27.28900 0.3505627       NA          NA 0.170159994 0.23896088
## 12  0.22037398 32.32983 0.4271602       NA          NA 0.018509797 0.60736785
## 13  0.43115183 38.02914 0.5219152       NA          NA 0.215837087 0.40999325
## 14  0.20561481 31.33500 0.4103644       NA          NA 0.020028869 0.79875696
## 15  0.15473071 23.80679 0.3058080       NA          NA 0.016490846 0.14004003
## 16          NA       NA        NA       NA          NA 0.042450175 0.04642283
## 17  0.17573368 30.89038 0.4054905       NA          NA 0.038654448 0.09087409
## 18  0.27514719 35.77856 0.4574717       NA          NA 0.043979867 0.71651389
## 19  0.21132811 33.67628 0.4570581       NA          NA 0.030940689 0.39990107
## 20  0.11272115 25.91320 0.3310356       NA          NA 0.011506724 0.11398211
## 21  0.14649305 24.60909 0.3230565       NA          NA 0.012155968 0.04779760
## 22  0.09703504 24.81827 0.3090753       NA          NA 0.012503830 0.05276495
## 23  0.27300703 36.16066 0.4749268       NA          NA 0.106017820 0.39733422
## 24  0.14971195 30.14047 0.4188799       NA          NA 0.038614054 0.06998162
## 25  0.15709208 28.68126 0.4230975       NA          NA 0.106926145 0.42529881
## 26          NA       NA        NA       NA          NA 0.172371297 0.38488849
## 27          NA       NA        NA       NA          NA 0.016751439 0.09288359
## 28          NA       NA        NA       NA          NA 0.007005027 0.16419952
## 29  0.30975191 35.46591 0.4711024       NA          NA 0.027097171 0.47450556
## 30  0.26214080 33.62059 0.4463013       NA 0.001438777 0.039966488 0.19717246
## 31  0.15359399 29.10694 0.3960308       NA          NA 0.018890780 0.19092452
## 32  0.42433954 39.47396 0.4954464       NA          NA 0.072952634 0.48767075
## 33  0.21027140 29.79396 0.3903928       NA          NA 0.015702364 0.60229497
## 34  0.32319878 35.65933 0.4513286       NA          NA 0.027115581 0.45475852
## 35  0.19755063 32.25461 0.4315558       NA          NA 0.029152717 0.14192604
## 36  0.37583540 39.66390 0.5181158       NA          NA 0.333406657 1.08978188
## 37  0.15082953 26.09084 0.3409217       NA          NA 0.022082794 0.05798133
## 38  0.08549048 22.75260 0.2944589       NA          NA 0.015646146 0.05651647
## 39  0.22703138 34.50889 0.4544088       NA          NA 0.309771440 0.23518987
## 40  0.15781048 28.32582 0.3730194       NA          NA 0.018346811 0.06687062
## 41          NA       NA        NA       NA          NA 0.014239096 0.68341145
## 42  0.22280477 31.13998 0.4217635       NA          NA 0.012602661 0.48075172
## 43  0.21282488 34.21505 0.4802159       NA          NA 0.031884113 0.26290582
## 44  0.13080635 22.33353 0.2847963       NA          NA 0.263121311 0.56991820
## 45          NA       NA        NA       NA          NA 0.159313674 0.19636730
## 46  0.15574047 27.98550 0.3665439       NA          NA 0.014607220 0.08537003
## 47          NA       NA        NA       NA          NA 0.075163949 0.69033708
## 48          NA       NA        NA       NA          NA 0.008852141 0.01458916
## 49  0.33445751 35.22766 0.4816882       NA          NA 0.167157907 0.65273912
## 50  0.10358560 22.44427 0.2850856       NA          NA 0.061130664 0.13627221
## 51  0.26336824 32.23070 0.4457265       NA          NA 0.025035707 0.41393380
## 52  0.12913767 28.38102 0.4164428       NA          NA 0.030255525 0.07672506
## 53  0.23751193 34.57777 0.5685818 129.5365          NA 0.024198807 0.32997824
## 54  0.19174867 28.79850 0.3973143       NA          NA 0.018016999 0.40917782
## 55  0.27066314 35.37423 0.4688820       NA          NA 0.040408049 0.53119444
## 56  0.18049430 27.73757 0.3567475       NA          NA 0.027711393 0.22703076
## 57  0.10728014 24.04552 0.3083235       NA          NA 0.023084511 0.26052792
## 58  0.12293083 23.88297 0.3029172       NA          NA 0.033400503 0.11140618
## 59  0.15708419 26.69859 0.3526753       NA          NA 0.031709454 0.17037817
## 60          NA       NA        NA       NA          NA 0.067862546 0.66508485
## 61  0.11498830 22.19441 0.2720081       NA          NA 0.020664862 0.04479133
## 62  0.16986314 34.81807 0.4974464       NA          NA 0.024453482 0.29464461
## 63  0.18304542 35.46156 0.4806656       NA          NA 0.227353908 0.17509230
## 64  0.25970971 31.13754 0.4141487       NA          NA 0.014516391 0.47430853
## 65          NA       NA        NA       NA          NA 0.128909967 0.46380382
## 66  0.16710775 29.46246 0.3895834       NA          NA 0.012196882 0.22838202
## 67          NA       NA        NA       NA          NA 0.286745662 0.19709319
## 68  0.34352809 36.04644 0.4767221       NA          NA 0.040670809 0.14261019
## 69          NA       NA        NA       NA          NA 0.039207659 0.15626147
## 70  0.20981541 24.66018 0.3213893       NA          NA 0.017189212 0.65990225
## 71          NA       NA        NA       NA          NA 0.036057435 0.09209085
## 72  0.14477123 23.80005 0.3060401       NA          NA 0.012246907 0.22487321
## 73  0.19609886 31.66348 0.4144187       NA          NA 0.185567328 0.29293685
## 74  0.24078693 29.04834 0.3926509       NA          NA 0.036455741 0.27846276
## 75  0.19421313 30.18075 0.3892443       NA          NA 0.054191449 0.06769332
## 76  0.26155204 34.46271 0.4531987       NA          NA 0.015957430 0.33723267
## 77  0.20145933 35.34499 0.4992846 138.3595          NA 0.109754706 0.41265198
## 78  0.22040500 32.47018 0.4575729       NA          NA 0.024348766 0.54838042
## 79  0.21340966 31.89096 0.4139661       NA          NA 0.021662653 0.54577698
## 80  0.35304974 36.59263 0.4923564       NA          NA 0.121167003 0.52435863
## 81  0.21621754 34.06881 0.4507877       NA          NA 0.030520071 0.44827288
## 82  0.16318634 30.51232 0.4137775       NA          NA 0.024504754 0.34267322
## 83  0.19567271 35.15641 0.4991327       NA          NA 0.030816195 0.30240859
## 84  0.25156630 38.86160 0.4982897       NA          NA 0.031207508 0.30997159
## 85  0.17646868 29.92433 0.3784246       NA          NA 0.024554835 0.09221757
## 86  0.18749997 28.03075 0.3634573       NA          NA 0.032553165 0.42729318
## 87          NA       NA        NA       NA          NA 0.028924486 0.04305214
## 88  0.10196269 24.20718 0.2988564       NA          NA 0.036143224 0.20702273
## 89  0.12935258 23.23082 0.2950123       NA          NA 0.009602298 0.13897133
## 90  0.33612482 36.75110 0.5062466       NA          NA 0.050049336 0.34594334
## 91  0.23126831 33.08215 0.4339669       NA          NA 0.053054379 0.35135000
## 92  0.42932467 36.51520 0.4943147       NA          NA 0.127167325 0.22285693
## 93  0.16923835 30.93600 0.4110591       NA          NA 0.023064707 0.04557286
## 94  0.13331156 24.87767 0.3325719       NA          NA 0.018353096 0.30255465
## 95  0.12426784 21.94132 0.2672414       NA          NA 0.025480489 0.02745375
## 96  0.20878279 31.65313 0.4197343       NA          NA 0.013158771 0.18919366
## 97  0.15159615 27.88877 0.3647305       NA          NA 0.036488529 0.68584650
## 98  0.25919652 31.51647 0.4133079 201.7222          NA 0.014350935 0.95566333
## 99  0.20863734 30.39726 0.4044873       NA          NA 0.127921350 0.17458549
## 100 0.09633023 21.61371 0.2668410       NA          NA 0.028564969 0.04211164
##          ptsdf    ozone     pm25  d_dslpm_2  d_cancr_2 d_ptraf_2  d_pwdis_2
## 1   1.08713271 43.45316 8.297337  20.551376  1203.8700        NA         NA
## 2   0.12815287 43.16748 8.401689 -24.041662 -4428.8246        NA         NA
## 3   0.04657801 42.31874 7.133256  -4.067480  -987.8557        NA         NA
## 4   0.23587285 42.09358 7.856333  36.596005  7057.9545        NA         NA
## 5   0.22496000 42.85610 6.934824 -13.882709 -3251.3249        NA         NA
## 6   0.05077100 42.75757 6.909698  -7.962184 -1806.5473        NA         NA
## 7   0.27701601 39.17018 7.163471  11.160443  1190.8372        NA         NA
## 8   0.05320158 39.68727 7.278513  30.140105  5922.3808        NA         NA
## 9   0.16304169 39.02552 7.724246  20.639936  4327.5557        NA         NA
## 10  0.36927853 37.20899 7.038491         NA         NA        NA         NA
## 11  1.47101235 43.01987 7.345986 -34.807720 -4595.5819        NA         NA
## 12  0.60848659 42.68886 8.180606 -14.220791 -2495.3479        NA         NA
## 13  0.67363869 46.20573 8.761144 -33.020743 -3669.8362        NA         NA
## 14  1.46360828 42.81260 8.063705 -19.448456 -3585.2037        NA         NA
## 15  0.09201705 40.84772 6.815600 -31.166904 -4722.7950        NA         NA
## 16  0.29240034       NA       NA         NA         NA        NA         NA
## 17  0.11376247 42.59759 8.082435   7.942334  1467.0650        NA         NA
## 18  1.54476147 44.06155 8.792430 -17.436018 -2885.2142        NA         NA
## 19  0.14415137 42.77030 8.350016 -32.181789 -4622.3431        NA         NA
## 20  0.15278969 39.93143 7.372454 -16.497980 -3658.6480        NA         NA
## 21  0.06446356 39.48394 7.050079  10.168985  1613.3788        NA         NA
## 22  0.07688091 38.52373 7.243753 -15.284781 -3979.9191        NA         NA
## 23  0.61789945 43.77920 8.837614   6.773251   343.0038        NA         NA
## 24  0.31620173 37.60878 7.551723  16.496518  3253.2133        NA         NA
## 25  0.37592439 38.15876 7.074984  -1.149317  -815.0022        NA         NA
## 26  0.95848908 42.57637 8.496981         NA         NA        NA         NA
## 27  0.04610997       NA       NA         NA         NA        NA         NA
## 28  0.21525972       NA       NA         NA         NA        NA         NA
## 29  0.85883220 45.75724 8.415621 -18.788098 -3233.2286        NA         NA
## 30  0.32604591 45.29172 8.444352 -54.564412 -7137.7812        NA -0.3881073
## 31  0.11223393 38.91913 7.685799  42.282331  7716.2569        NA         NA
## 32  2.53619109 43.33128 8.889867  99.323169  8727.8340        NA         NA
## 33  0.44352947 41.06751 7.849900  59.011437  7571.0044        NA         NA
## 34  2.80220190 45.62033 8.323611  32.605858  2701.6437        NA         NA
## 35  0.26961895 42.36211 8.351386   1.722497   535.1733        NA         NA
## 36  1.69676397 44.64218 9.068831  -5.934967 -1126.4565        NA         NA
## 37  0.07133688 39.87465 7.206519  -3.327160  -566.2376        NA         NA
## 38  0.07363816 41.10496 7.178174  -5.027040 -1171.6520        NA         NA
## 39  0.82028443 42.89987 8.461853  16.227701  1752.3992        NA         NA
## 40  0.09456515 40.92197 7.861686  36.680871  6588.0666        NA         NA
## 41  3.47950235 45.49677 8.297834         NA         NA        NA         NA
## 42  0.39617224 40.64639 7.813898  43.870843  6684.4612        NA         NA
## 43  0.17011664 42.33418 8.512906  17.262215  2627.8827        NA         NA
## 44  0.23949379 43.09712 7.094344 -23.576567 -4205.6319        NA         NA
## 45  0.85179504 42.23842 7.545074         NA         NA        NA         NA
## 46  0.24381093 39.84965 7.400615  42.835331  7816.2670        NA         NA
## 47  0.12642215 42.44037 8.237348         NA         NA        NA         NA
## 48  0.01079700       NA       NA         NA         NA        NA         NA
## 49  0.78886206 45.18093 8.764580 -39.305533 -4823.7465        NA         NA
## 50  0.16023591 40.21792 7.084506 -10.091257 -1871.3535        NA         NA
## 51  0.23723157 41.76211 8.473712  -9.279486 -1500.3830        NA         NA
## 52  0.06736424 38.41021 7.287337  16.318307  3657.2599        NA         NA
## 53  0.98595583 42.39778 8.334647  28.768817  3472.7808  26375.88         NA
## 54  0.24472760 40.11526 7.688266  35.785793  4908.2969        NA         NA
## 55  0.71207911 44.62358 8.937224 -40.577344 -5884.8501        NA         NA
## 56  0.40135613 42.49923 7.532774 -16.968279 -3077.8925        NA         NA
## 57  0.04351834 37.77120 7.115526 -13.922160 -3354.1415        NA         NA
## 58  0.27539939 43.80217 7.177182 -22.799946 -4321.9475        NA         NA
## 59  0.03827832 40.02853 7.372141  17.610881  2897.1718        NA         NA
## 60  2.90562508 45.63926 9.053602         NA         NA        NA         NA
## 61  0.20259426 42.99487 6.937168 -17.519777 -3352.1092        NA         NA
## 62  0.13744873 42.48438 7.548112  12.808992  2579.9124        NA         NA
## 63  0.20682394 42.23749 7.873792 -28.471171 -5800.1959        NA         NA
## 64  0.76606257 41.45326 8.070645  31.534701  3323.5950        NA         NA
## 65  2.50534509       NA       NA         NA         NA        NA         NA
## 66  0.14664309 40.25518 7.667405  31.739172  5377.0854        NA         NA
## 67  0.63343122       NA       NA         NA         NA        NA         NA
## 68  1.70097135 43.06996 8.642183 -26.492157 -3277.0682        NA         NA
## 69  0.12481899       NA       NA         NA         NA        NA         NA
## 70  0.72070612 40.29246 6.873827  24.157500  2222.2731        NA         NA
## 71  0.12745439       NA       NA         NA         NA        NA         NA
## 72  0.07536073 39.66935 6.968614  -3.732316  -600.7129        NA         NA
## 73  0.28197182 42.80025 8.243473   7.858191   156.6856        NA         NA
## 74  1.40174886 40.68700 7.640995  46.381466  4914.9433        NA         NA
## 75  0.06543010 42.61664 8.065378 -40.768210 -6189.2647        NA         NA
## 76  0.95011376 44.24613 8.098258 -18.110936 -2812.9806        NA         NA
## 77  0.31866491 41.82070 7.775240  23.949293  4014.6142  23287.06         NA
## 78  0.31598072 40.78964 8.097868  93.864929 14312.4573        NA         NA
## 79  0.72282342 43.40692 7.935987  -2.351094  -561.4391        NA         NA
## 80  0.84194379 45.84296 8.610601  -1.456152 -1092.5594        NA         NA
## 81  0.52553177 43.01237 8.377364 -12.060370 -2452.1705        NA         NA
## 82  0.24234168 40.44053 8.094001  29.088417  5546.7069        NA         NA
## 83  0.28337228 41.85259 8.046123  48.043113  8486.5525        NA         NA
## 84  0.19452894 43.96000 8.056566 -19.782266 -3404.0299        NA         NA
## 85  0.32579919 43.85664 7.818871 -36.860752 -6276.2788        NA         NA
## 86  0.17932866 42.81762 7.638205 -13.312812 -2111.8831        NA         NA
## 87  0.20126995 40.71103 7.311667         NA         NA        NA         NA
## 88  0.76833204 41.13817 7.122076 -16.078811 -3692.1865        NA         NA
## 89  0.03473965 38.95505 6.717312  12.014319  2157.6878        NA         NA
## 90  1.01051814 43.77941 8.611828 -67.587978 -7958.5588        NA         NA
## 91  0.60129843 42.10568 8.223186  61.006643  8724.8916        NA         NA
## 92  2.04847960 43.24921 8.914699 -22.203707 -3083.1211        NA         NA
## 93  0.04271949 41.31524 7.980443  40.327023  7541.5281        NA         NA
## 94  0.05122357 39.13543 7.030489  17.607095  3307.8067        NA         NA
## 95  0.43563828 42.88532 6.975358 -14.157800 -2943.2669        NA         NA
## 96  0.54042891 41.01689 8.147968  38.922582  5520.0693        NA         NA
## 97  0.32942549 42.38774 7.707809 -12.019035 -2652.8743        NA         NA
## 98  0.60423848 41.58397 8.106571  52.645706  6138.7943  55491.22         NA
## 99  0.19750888 43.62504 8.100779 -16.699409 -2764.4715        NA         NA
## 100 0.35770114 43.58217 6.937257 -11.385999 -2649.4924        NA         NA
##        d_pnpl_2   d_ptsdf_2  d_ozone_2    d_pm25_2 state_name region  arealand
## 1     0.5917337   26.870053  1412.7912   275.69598         NA      4   9705172
## 2    -4.8455965  -20.473410 -6126.9818 -1194.02764         NA      4  28056590
## 3    -2.1888089   -2.472353 -1882.2382  -321.03837         NA      4  55191000
## 4     8.6984956   62.906865  8363.9082  1560.80197         NA      4  72446218
## 5   -12.4242546  -33.067156 -6622.9999 -1074.63713         NA      4  50040991
## 6    -1.4888087   -5.161336 -3720.8510  -603.55075         NA      4  40037633
## 7    32.3761427   60.770019  1664.1217   307.71381         NA      4  61565730
## 8     3.9088078   10.760871  8919.1509  1639.44463         NA      4  90542929
## 9     4.1458859   20.649824  5627.3801  1112.53197         NA      4  73093152
## 10  -10.6908290  -71.182700 -5627.6207 -1058.05120         NA      4  24437611
## 11  -31.6276999 -155.673361 -7355.8743 -1256.31243         NA      4  11041032
## 12   -1.5658187  -26.736616 -3384.0428  -652.44374         NA      4  22605981
## 13    6.1549285  -49.727602 -4691.6710  -889.47173         NA      4   9953214
## 14   -2.5014372  -34.284646 -4853.3678  -927.94003         NA      4  19712782
## 15   -4.2889766  -21.003086 -8023.2817 -1355.29350         NA      4 103741447
## 16   -5.9471799  -37.628896         NA          NA         NA      4  18259670
## 17    1.6848854    4.358018  2023.8269   383.94511         NA      4  61205150
## 18   -5.1299145  108.927675 -3859.3651  -763.77852         NA      4  10942641
## 19   -9.2225248  -48.818261 -5567.3707 -1158.05598         NA      4  50446868
## 20   -1.5119331  -23.460125 -5475.3532 -1022.56329         NA      4  56182579
## 21    0.9058248    6.340625  2556.6407   456.73971         NA      4  31941424
## 22   -2.0101190  -11.908486 -6187.3632 -1162.38009         NA      4  79543501
## 23    3.6018711   27.185857   343.2925    71.52735         NA      4  15614148
## 24    5.6111725   56.877641  4003.8245   802.22877         NA      4  51695964
## 25   -8.6836342   14.583209  -837.4091  -155.75899         NA      4  28594956
## 26   51.3032435  219.351608  9598.2731  1916.24931         NA      4   8667309
## 27   -5.9192294  -13.446060         NA          NA         NA      4  45227721
## 28   -1.5999880  -49.567393         NA          NA         NA      4  31017168
## 29   -2.6541790   49.439837 -4476.5123  -820.86207         NA      4  13265850
## 30   -8.3060765  -71.887248 -9617.6567 -1788.75372         NA      4  27318712
## 31    4.3315632   22.174539 10382.2872  2060.47422         NA      4  62063541
## 32   15.0891989  642.048733  8958.4183  1849.54677         NA      4   4849070
## 33    3.6399680  144.296965 10169.6682  1952.81060         NA      4  27852463
## 34    1.2231501  447.856464  3215.2821   584.02608         NA      4   4346296
## 35    0.6129208   -3.971657   689.6062   129.34560         NA      4  42458569
## 36    2.6733595  122.561959 -1630.3906  -329.21562         NA      4   5325499
## 37   -0.5275630   -2.414226  -872.4392  -156.60694         NA      4  88218172
## 38   -0.8971101   -3.744216 -2075.0431  -365.84585         NA      4  94523270
## 39   66.8292110  134.634349  1890.2985   371.67512         NA      4  43057817
## 40    4.1996196   23.713563  9504.4834  1826.07701         NA      4  53142391
## 41    1.8795799  846.567614  6257.0133  1147.20753         NA      4   5728933
## 42    2.7857882   48.171735  8879.3636  1704.97188         NA      4  36754266
## 43    2.5933520   14.628112  3260.2272   653.52078         NA      4  25264115
## 44  -44.9660626  -43.633784 -8171.0675 -1344.17127         NA      4  29869038
## 45  -22.5928132 -131.960213 -7587.5981 -1347.88146         NA      4  13415068
## 46    4.1457976   81.766808 11155.0741  2069.00279         NA      4  48141543
## 47   22.2835949   35.941428 14529.8940  2821.84540         NA      4  40416017
## 48    0.9905509    1.162028         NA          NA         NA      4 264322562
## 49    1.5717447   -7.998501 -6096.9352 -1185.70080         NA      4  13278118
## 50   -5.5929307  -21.810297 -3208.9149  -580.48084         NA      4  48930129
## 51   -2.2163470   10.276220 -1893.8139  -394.15708         NA      4  24396212
## 52    4.0569737    7.905455  4868.1102   921.52809         NA      4 174405280
## 53    2.2668094  274.399867  4221.5015   834.74241         NA      4  17854254
## 54    3.0015053   45.188111  6787.8277  1298.48307         NA      4  21992128
## 55   -7.3761768  -61.355040 -7610.6373 -1511.69317         NA      4  15324508
## 56   -3.2626041  -31.250327 -4837.4645  -851.39914         NA      4  36757340
## 57   -3.2152458   -6.348176 -5315.1500 -1000.27333         NA      4  47691305
## 58   -6.5309125  -62.643841 -7864.0550 -1288.82711         NA      4  72781108
## 59    2.6588976    4.101619  4338.0003   800.79181         NA      4  56292151
## 60    9.7903646  488.219227  4988.0378   975.92941         NA      4   2443328
## 61   -3.1144198  -32.540697 -6498.1933 -1048.69635         NA      4  40931456
## 62    2.4536235   10.200370  3067.7774   542.01835         NA      4  57865566
## 63  -30.5899005  -21.820700 -6697.1092 -1252.35255         NA      4  31701357
## 64    1.4960622  122.542673  4371.2015   851.37853         NA      4  21534459
## 65    0.6620284   61.446172         NA          NA         NA      4   4148354
## 66    2.0529568   23.247924  7236.1099  1383.15040         NA      4  63177177
## 67   37.7457720   87.909405         NA          NA         NA      4  20556435
## 68   -3.5618019    7.150624 -4238.7095  -844.17852         NA      4  13728066
## 69   -1.8526777    2.115135         NA          NA         NA      4  67041199
## 70    1.5422046  151.600314  3479.5683   593.61949         NA      4  22600633
## 71   -4.9715778  -43.661769         NA          NA         NA      4  70520162
## 72   -0.3830521   -5.012284 -1039.1365  -180.70475         NA      4  53341640
## 73   18.4907939   53.187849    90.9426    14.49219         NA      4  39082367
## 74    6.1619742  404.075452  6847.3815  1286.11669         NA      4  17600209
## 75  -11.8460834  -13.917710 -8734.7907 -1654.64357         NA      4  51300526
## 76   -1.4765618  -16.144480 -3791.8971  -693.41967         NA      4  23560418
## 77   11.4159067   44.309148  4772.4339   889.46887         NA      4  29924065
## 78   11.1722174  108.347311 18175.1179  3600.08375         NA      4  27879951
## 79   -0.1120998   30.122316  -831.7208  -143.43051         NA      4  21231595
## 80    1.1215722   83.884744 -1603.3524  -300.74232         NA      4  14092801
## 81   -2.2982708  -22.498194 -3265.9712  -626.86692         NA      4  28163005
## 82    3.8187215   60.106797  7336.9841  1466.96740         NA      4  54430165
## 83    7.2844649   80.502987 10032.1969  1930.90257         NA      4  30613706
## 84   -4.2377916  -25.704413 -4376.4992  -808.38870         NA      4  22247184
## 85   -5.4273462  -61.845069 -9187.2788 -1639.36547         NA      4  37514194
## 86   -2.5116317  -12.637766 -3240.1925  -578.82070         NA      4  23430269
## 87    3.9835576    2.156075  3713.3598   621.69114         NA      4 113900872
## 88   -5.7060760  -77.628447 -6219.0757 -1083.50442         NA      4  39205660
## 89    1.1212571    4.175012  3618.1602   623.90660         NA      4 202420784
## 90  -12.8474404 -188.926294 -9362.5210 -1870.17017         NA      4  15909268
## 91   13.0669557  173.633556 11081.3609  2164.50686         NA      4  19809334
## 92  -11.3647092  -39.392885 -3800.9853  -779.20077         NA      4   4752042
## 93    6.0486761   11.418495 10088.0839  1950.18155         NA      4  74094196
## 94    2.6680361    8.512272  5146.9329   926.95529         NA      4  59830414
## 95   -3.6352602   -6.007321 -5828.4766  -952.20496         NA      4  26101949
## 96    2.0729228  160.277817  6811.2478  1354.87258         NA      4  19128510
## 97   -3.6963547   -1.835258 -4138.7287  -751.11986         NA      4  36872637
## 98    2.6572699   84.425278  7954.1711  1549.22281         NA      4  17309323
## 99   -9.7790314  -11.400715 -3990.1952  -737.88510         NA      4  30982004
## 100  -3.5844913  -43.146908 -5385.6333  -856.48143         NA      4  62277694
##        areawater     npl_cnt   tsdf_cnt shape_length shape_area
## 1      247718.31 0.000000000 0.10619469    16632.472   15255287
## 2      393582.83 0.000000000 0.04166667    32339.270   43472594
## 3      337730.82 0.000000000 0.00000000    47686.766   86083790
## 4      768590.16 0.000000000 0.05263158    48568.005  109294568
## 5      367869.32 0.045454545 0.09090909    50378.349   78033330
## 6       27830.31 0.000000000 0.00000000    45198.050   61461012
## 7     9684688.54 0.028571429 0.02857143    44564.024  107704421
## 8     5454406.80 0.000000000 0.05000000    61154.495  147220913
## 9     1064866.65 0.000000000 0.06451613    50571.628  109751216
## 10    5765756.80 0.022222222 0.11111111    26881.791   44096242
## 11      58070.15 0.019480519 0.16883117    19188.706   16829296
## 12     357239.59 0.000000000 0.12068966    27128.920   34938538
## 13      74539.27 0.010638298 0.12765957    15343.280   15120860
## 14     113522.63 0.000000000 0.22580645    23384.365   30319498
## 15   30185484.17 0.000000000 0.00000000    73406.074  206828689
## 16   29597977.11 0.000000000 0.04166667    30488.246   71248256
## 17     480215.61 0.000000000 0.00000000    48318.567   95389232
## 18     399422.35 0.000000000 0.24210526    19163.296   17219368
## 19    2018138.14 0.000000000 0.05714286    41599.773   79732056
## 20    1372616.38 0.000000000 0.09523810    50631.563   86252274
## 21   11283297.29 0.000000000 0.00000000    37789.929   66391123
## 22    2145393.57 0.000000000 0.00000000    60531.914  122190903
## 23     132462.92 0.012987013 0.10389610    22651.292   23713701
## 24     930300.91 0.021276596 0.06382979    40543.603   77242900
## 25    2698672.06 0.015625000 0.04687500    28380.221   46878668
## 26      78378.02 0.010256410 0.07692308    14382.874   13079212
## 27   45668265.87 0.000000000 0.00000000    64336.665  140467177
## 28   93766326.81 0.000000000 0.06250000    54538.082  189463000
## 29     346779.90 0.000000000 0.11111111    20407.911   20734270
## 30     295964.04 0.000000000 0.08000000    32458.768   42204499
## 31     417449.38 0.000000000 0.02941176    48818.850   93187525
## 32     193160.93 0.000000000 0.25490196    11840.642    7726971
## 33      79027.81 0.000000000 0.04255319    28704.803   42671458
## 34      48495.04 0.000000000 0.19341564    11063.320    6750868
## 35     239289.40 0.000000000 0.13333333    40874.076   65509433
## 36     119233.55 0.023121387 0.13872832    13072.568    8191518
## 37    1329200.80 0.000000000 0.00000000    64364.255  138657055
## 38    3132579.12 0.000000000 0.12500000    63864.260  147122814
## 39     453239.12 0.062500000 0.21875000    36843.194   67132497
## 40      93645.31 0.000000000 0.00000000    47917.445   80468939
## 41     104180.57 0.000000000 0.25684932    11907.427    8948744
## 42     331863.08 0.000000000 0.03921569    32279.681   57151700
## 43     268315.61 0.000000000 0.03278689    29421.345   38483227
## 44      50801.62 0.041666667 0.04166667    29469.504   45304974
## 45      76909.72 0.013888889 0.15277778    21643.093   20319338
## 46     986179.95 0.000000000 0.10526316    42400.040   75903271
## 47     158293.84 0.000000000 0.00000000    31517.511   60633209
## 48  365493493.83 0.000000000 0.00000000   151760.736  950206957
## 49     537423.62 0.017857143 0.12500000    19971.202   21050578
## 50     375165.04 0.000000000 0.03846154    43113.570   74167011
## 51     137658.19 0.000000000 0.09523810    29534.581   37114395
## 52     861689.29 0.000000000 0.00000000    99962.269  261941044
## 53     289872.68 0.000000000 0.21621622    22462.512   27419126
## 54     125538.32 0.000000000 0.08510638    26119.300   33230534
## 55     467293.00 0.000000000 0.16000000    22803.171   23870414
## 56     450867.16 0.000000000 0.12903226    37512.136   56516678
## 57     378294.18 0.000000000 0.00000000    42171.371   72066349
## 58     302547.69 0.000000000 0.06250000    55825.639  111497894
## 59      35552.86 0.000000000 0.00000000    48085.940   85902875
## 60     105115.93 0.001801802 0.17837838     8468.602    3829650
## 61     116285.21 0.000000000 0.07142857    44699.656   62867433
## 62    1178178.23 0.000000000 0.04545455    47457.842   88913635
## 63     363524.12 0.052631579 0.05263158    31083.286   48260569
## 64      95043.48 0.000000000 0.13846154    25404.856   33088916
## 65    2949491.43 0.008333333 0.24166667    12658.684   10397404
## 66    1637540.14 0.000000000 0.04545455    51636.378  100291031
## 67    3864819.19 0.020833333 0.08333333    23390.838   36225054
## 68     118333.24 0.000000000 0.09333333    18513.247   21232346
## 69   44851672.15 0.000000000 0.07692308    57417.720  167753223
## 70    6220967.92 0.000000000 0.11538462    24384.921   44424126
## 71    5088548.94 0.000000000 0.03125000    51381.074  111633040
## 72   17652458.08 0.000000000 0.08333333    47811.228  109183126
## 73    1200720.04 0.038461538 0.03846154    31776.675   62288065
## 74      85915.04 0.000000000 0.17708333    21208.881   26805215
## 75     163669.58 0.000000000 0.00000000    47430.436   77398465
## 76     230245.31 0.000000000 0.13953488    27449.779   36162186
## 77     378975.37 0.024390244 0.02439024    26139.204   45271555
## 78      57686.30 0.000000000 0.05681818    30367.812   41372113
## 79     267556.83 0.000000000 0.15942029    27001.804   33248253
## 80     342931.88 0.010638298 0.12765957    19003.383   21903895
## 81      90245.92 0.000000000 0.09615385    28997.415   42619730
## 82     109418.36 0.000000000 0.02222222    43645.134   81452028
## 83     142295.74 0.000000000 0.11111111    28346.420   45765284
## 84     548755.46 0.000000000 0.06521739    26219.210   34310976
## 85     567236.87 0.000000000 0.06451613    39602.696   58901445
## 86     175213.41 0.000000000 0.05084746    29707.953   36523192
## 87    2701347.25 0.000000000 0.08333333    64159.966  176258315
## 88     204405.56 0.000000000 0.20000000    38617.028   59158429
## 89  106914890.40 0.000000000 0.00000000    99363.756  472064660
## 90     174911.46 0.000000000 0.19417476    20752.713   24018825
## 91    1278306.94 0.000000000 0.06060606    23628.939   32586051
## 92     127631.20 0.006593407 0.16263736    11247.369    7431963
## 93    2621338.93 0.000000000 0.00000000    55853.226  118641479
## 94   13018813.33 0.000000000 0.00000000    45613.673  111088118
## 95      75234.16 0.000000000 0.06451613    35324.135   40313310
## 96     131402.55 0.000000000 0.05333333    24325.845   29025849
## 97     129479.87 0.000000000 0.07547170    36349.714   56948215
## 98     260594.36 0.000000000 0.12727273    21296.158   26702991
## 99     258306.93 0.035714286 0.03571429    32201.204   48024718
## 100    117273.92 0.000000000 0.15384615    54798.255   95288563
##           county num_tested per_tested num_high_lead per_highlead_h
## 1       ALAMANCE      1,951       50.1            36           0.02
## 2      ALEXANDER        516       71.6             3           0.60
## 3      ALLEGHANY         75       38.9             1           1.30
## 4          ANSON        204       39.3             5           2.50
## 5           ASHE        259       62.4             0           0.00
## 6          AVERY        176       64.7             3           1.70
## 7       BEAUFORT        675       76.2             5           0.70
## 8         BERTIE        266       76.0             3           1.10
## 9         BLADEN        472       67.8             6           1.30
## 10     BRUNSWICK      1,191       59.7             3           0.30
## 11      BUNCOMBE      2,951       60.5            19           0.60
## 12         BURKE      1,359       75.9            16           1.20
## 13      CABARRUS      2,546       49.9            21           0.80
## 14      CALDWELL      1,069       68.5            10           0.90
## 15        CAMDEN        106       56.7             1           0.90
## 16      CARTERET        691       64.7             7           1.00
## 17       CASWELL        268       63.5             4           1.50
## 18       CATAWBA      2,180       65.2            12           0.60
## 19       CHATHAM        650       49.5             3           0.50
## 20      CHEROKEE        292       61.0             1           0.30
## 21        CHOWAN        177       63.9             1           0.60
## 22          CLAY         96       55.8             0           0.00
## 23     CLEVELAND      1,647       74.0            14           0.90
## 24      COLUMBUS        778       68.0            10           1.30
## 25        CRAVEN      2,087       76.6            16           0.80
## 26    CUMBERLAND      3,248       29.8            47           1.40
## 27     CURRITUCK        165       31.7             1           0.60
## 28          DARE        307       46.4             1           0.30
## 29      DAVIDSON      2,634       75.0            32           1.20
## 30         DAVIE        516       67.3             7           1.40
## 31        DUPLIN      1,001       73.6             5           0.50
## 32        DURHAM      4,558       54.7            23           0.50
## 33     EDGECOMBE        852       69.6             8           0.90
## 34       FORSYTH      5,519       63.4            62           1.10
## 35      FRANKLIN        856       60.5             4           0.50
## 36        GASTON      2,071       40.5            15           0.70
## 37         GATES        102       52.6             1           1.00
## 38        GRAHAM         85       54.5             0           0.00
## 39     GRANVILLE        694       58.4             1           0.10
## 40        GREENE        308       74.9             3           1.00
## 41      GUILFORD      8,773       71.1            74           0.80
## 42       HALIFAX        866       76.6            17           2.00
## 43       HARNETT      1,833       49.1            26           1.40
## 44       HAYWOOD        780       67.4             4           0.50
## 45     HENDERSON      1,231       57.7            13           1.10
## 46      HERTFORD        341       74.1             6           1.80
## 47          HOKE        835       48.4             8           1.00
## 48          HYDE         45       65.2             1           2.20
## 49       IREDELL      2,039       54.4            14           0.70
## 50       JACKSON        492       66.7             3           0.60
## 51      JOHNSTON      2,469       53.5            11           0.40
## 52         JONES        137       70.6             0           0.00
## 53           LEE      1,050       67.7            12           1.10
## 54        LENOIR        992       80.0            17           1.70
## 55       LINCOLN        644       38.7             6           0.90
## 56         MACON        405       61.3             5           1.20
## 57       MADISON        260       65.3             3           1.20
## 58        MARTIN        396       80.0             5           1.30
## 59      MCDOWELL        570       65.1             7           1.20
## 60   MECKLENBURG      9,800       33.3            72           0.70
## 61      MITCHELL         86       30.3             0           0.00
## 62    MONTGOMERY        484       88.3            10           2.10
## 63         MOORE      1,747       76.7            13           0.70
## 64          NASH      1,651       76.6            25           1.50
## 65   NEW HANOVER      3,026       68.6            34           1.10
## 66   NORTHAMPTON        257       69.3             3           1.20
## 67        ONSLOW      4,811       60.3            42           0.90
## 68        ORANGE      1,169       50.5             6           0.50
## 69       PAMLICO        162       99.4             1           0.60
## 70    PASQUOTANK        742       78.4            10           1.30
## 71        PENDER        877       68.5             4           0.50
## 72    PERQUIMANS        177       72.2             3           1.70
## 73        PERSON        340       40.3             7           2.10
## 74          PITT      2,587       62.5            12           0.50
## 75          POLK        132       42.6             1           0.80
## 76      RANDOLPH      2,208       71.3            24           1.10
## 77      RICHMOND        893       79.1            18           2.00
## 78       ROBESON      2,514       72.2            20           0.80
## 79    ROCKINGHAM      1,058       59.7            17           1.60
## 80         ROWAN      2,035       64.0            24           1.20
## 81    RUTHERFORD        432       32.2             2           0.50
## 82       SAMPSON      1,352       81.2            14           1.00
## 83      SCOTLAND        671       74.7            10           1.50
## 84        STANLY      1,098       78.0            16           1.50
## 85        STOKES        478       59.8             7           1.50
## 86         SURRY        801       53.6            20           2.50
## 87         SWAIN        198       67.6             3           1.50
## 88  TRANSYLVANIA        365       68.9             3           0.80
## 89       TYRRELL         38       52.8             2           5.30
## 90         UNION      1,648       34.1            10           0.60
## 91         VANCE        606       52.9             4           0.70
## 92          WAKE     12,820       50.7            98           0.80
## 93        WARREN        229       68.4             4           1.70
## 94    WASHINGTON        161       61.2             1           0.60
## 95       WATAUGA        581       77.3             6           1.00
## 96         WAYNE      2,082       64.1            12           0.60
## 97        WILKES        941       70.0             7           0.70
## 98        WILSON      1,488       77.7            21           1.40
## 99        YADKIN        424       56.2             4           0.90
## 100       YANCEY        171       48.4             2           1.20
##     num_tested_older very_high_lead_num  fips bf_acreage objectid           id
## 1              2,120                  1 37001    347.220 143210.0 370010210849
## 2                569                 NA 37003      0.000 143278.5 370030404211
## 3                 94                 NA 37005      0.000 143296.0 370059501911
## 4                282                 NA 37007     20.120 143311.0 370079203792
## 5                306                 NA 37009      0.000 143331.5 370099705093
## 6                190                 NA 37011      5.710 143350.5 370119302633
## 7                741                  1 37013    191.180 143376.0 370139305119
## 8                314                  2 37015         NA 143403.5 370159602653
## 9                516                  1 37017         NA 143429.0 370179503874
## 10             1,345                 NA 37019    268.390 143489.5 370190311557
## 11             3,359                  2 37021    756.890 143611.5 370210021244
## 12             1,453                  1 37023    209.040 143717.5 370230207959
## 13             2,820                  4 37025    172.830 143793.5 370250416577
## 14             1,208                 NA 37027    112.610 143871.5 370270307780
## 15               110                 NA 37029         NA 143905.5 370299501018
## 16               732                  1 37031     18.843 143944.5 370319712691
## 17               311                 NA 37033         NA 143989.5 370339303502
## 18             2,382                  3 37035    171.218 144046.0 370350109627
## 19               732                 NA 37037    516.627 144111.0 370370204075
## 20               324                 NA 37039      0.000 144139.0 370399303768
## 21               190                  1 37041     90.980 144156.5 370419301439
## 22               109                 NA 37043         NA 144167.0 370439501431
## 23             2,007                  1 37045    187.670 144209.0 370459508295
## 24               950                 NA 37047         NA 144271.0 370479307747
## 25             2,335                  1 37049     92.500 144326.5 370499606981
## 26             3,640                  2 37051    258.110 144456.0 370510124581
## 27               177                 NA 37053      5.200 144561.0 370531689347
## 28               319                 NA 37055         NA 144584.5 370559716072
## 29             2,753                  1 37057     37.950 144654.5 370570611163
## 30               544                  1 37059     17.900 144721.0 370590803882
## 31             1,331                  2 37061    140.220 144750.5 370610904745
## 32             5,104                  3 37063    602.340 144844.0 370630079165
## 33             1,004                  1 37065     47.680 144944.0 370650208556
## 34             5,922                 11 37067   1176.624 145089.0 370670028099
## 35               951                  1 37069     28.750 145225.5 370690604511
## 36             2,314                 NA 37071    435.010 145327.0 370710318228
## 37               115                 NA 37073         NA 145418.5 370739701902
## 38                96                 NA 37075     37.470 145427.5 370759202252
## 39               773                 NA 37077     32.980 145447.5 370779704545
## 40               364                 NA 37079         NA 145470.0 370799501855
## 41             9,349                  4 37081    647.893 145622.5 370810172130
## 42               907                  2 37083    357.970 145794.0 370839306181
## 43             2,204                  3 37085     56.210 145850.0 370850708508
## 44               821                  1 37087     40.430 145904.5 370879219090
## 45             1,428                  1 37089    293.983 145964.5 370899317175
## 46               359                 NA 37091         NA 146010.0 370919502535
## 47               931                  2 37093         NA 146032.0 370939706096
## 48                55                 NA 37095         NA 146047.5 370959434502
## 49             2,225                  2 37097    128.300 146106.5 370970610202
## 50               543                  1 37099         NA 146175.5 370999493464
## 51             2,781                  1 37101     75.030 146230.5 371010408370
## 52               151                 NA 37103         NA 146276.0 371039202145
## 53             1,189                  1 37105     60.830 146298.0 371050304233
## 54             1,254                  6 37107     56.240 146340.0 371070108067
## 55               774                 NA 37109     95.876 146388.5 371090706750
## 56               465                 NA 37111     15.290 146429.0 371119705425
## 57               287                 NA 37113      2.050 146458.5 371139704221
## 58               594                 NA 37115     31.570 146480.5 371150104565
## 59               626                  1 37117    147.500 146499.0 371179703478
## 60            11,419                 10 37119   9324.310 146787.0 371190095454
## 61               114                 NA 37121         NA 147071.5 371219502502
## 62               521                 NA 37123      3.550 147089.5 371239602824
## 63             1,914                  1 37125     59.430 147129.0 371259506046
## 64             1,892                  2 37127    382.280 147190.0 371270107872
## 65             3,429                  8 37129   1594.160 147282.5 371290277119
## 66               277                 NA 37131      7.100 147353.5 371319202461
## 67             5,526                  5 37133         NA 147412.5 371330115437
## 68             1,283                  1 37135    137.170 147498.0 371350112661
## 69               178                 NA 37137         NA 147542.0 371379532247
## 70               800                  2 37139         NA 147561.5 371399604432
## 71               999                  1 37141    407.250 147590.5 371419224926
## 72               196                 NA 37143         NA 147612.5 371439201510
## 73               428                 NA 37145     25.690 147631.5 371459203659
## 74             2,814                 NA 37147     82.480 147692.5 371470010013
## 75               185                 NA 37149     50.980 147746.5 371499201939
## 76             2,429                  6 37151    106.270 147795.5 371510309193
## 77             1,000                  1 37153     10.000 147859.0 371539706076
## 78             2,813                  3 37155    605.140 147923.5 371559610364
## 79             1,166                 NA 37157         NA 148002.0 371570408473
## 80             2,236                  1 37159    734.120 148083.5 371590511557
## 81               659                 NA 37161    166.200 148156.5 371619606697
## 82             1,615                  1 37163     36.910 148205.0 371639705205
## 83               736                  1 37165   1183.260 148241.0 371650103414
## 84             1,183                  1 37167     18.930 148277.5 371679307617
## 85               507                 NA 37169      6.240 148316.0 371690704139
## 86               887                 NA 37171    166.710 148361.0 371719306591
## 87               223                  1 37173     20.500 148396.5 371739568841
## 88               402                 NA 37175   1293.630 148415.0 371759603526
## 89                46                  1 37177         NA 148430.0 371779601002
## 90             2,209                  4 37179    259.295 148484.0 371790205833
## 91               714                  1 37181     38.940 148552.0 371819605639
## 92            13,995                 17 37183   1346.050 148796.0 371830572273
## 93               260                  2 37185         NA 149031.0 371859502142
## 94               218                 NA 37187     24.000 149046.0 371879501670
## 95               641                 NA 37189     38.880 149069.0 371899205460
## 96             2,475                  1 37191     94.460 149122.0 371910008519
## 97               977                  1 37193     28.350 149186.0 371939606553
## 98             1,560                  8 37195     48.380 149240.0 371950008696
## 99               470                 NA 37197         NA 149281.5 371970503224
## 100              205                 NA 37199     79.670 149302.0 371999602314
##     acstotpop acsipovbas acseducbas acstothh  acstothu   minorpop   minorpct
## 1   1421.0265  1381.9292   956.0265 566.8938  617.2478  503.21239 0.36638784
## 2   1546.6250  1489.5000  1113.5833 571.7500  683.2917  203.08333 0.13480558
## 3    997.5455   986.3636   749.3636 431.4545  741.8182  129.54545 0.12637604
## 4   1331.8947  1235.2105   952.2105 500.8421  610.2105  737.78947 0.55959010
## 5   1217.5455  1202.3182   919.6364 536.5909  802.2273   90.27273 0.07734615
## 6   1093.8125   889.4375   820.2500 411.6875  885.3750  137.68750 0.09512622
## 7   1349.8000  1334.8857   963.2000 552.1429  740.8571  461.40000 0.38511595
## 8    982.2000   916.1000   726.7500 398.8000  492.0500  645.45000 0.59923326
## 9   1089.6129  1073.8710   779.0000 450.5806  576.6774  493.93548 0.45789805
## 10  1409.5556  1397.6333  1101.2000 602.5111  966.3111  257.18889 0.14800353
## 11  1652.4286  1610.6039  1208.5195 695.4091  789.5519  270.78571 0.16561525
## 12  1546.7586  1500.0000  1108.1724 597.7931  708.4828  283.50000 0.16181111
## 13  2143.0638  2123.5319  1415.4787 769.1383  830.7766  710.84043 0.33755975
## 14  1319.0161  1299.3710   947.6774 525.7097  612.0968  163.98387 0.13623437
## 15  1741.1667  1741.1667  1209.8333 639.3333  704.6667  341.16667 0.16031274
## 16   957.2222   938.3194   721.5972 412.3611  693.2083  130.50000 0.12501450
## 17  1263.6667  1212.7778   926.2222 506.1111  598.7778  490.72222 0.38997361
## 18  1649.7789  1620.6842  1138.6105 643.1474  723.0842  398.57895 0.23764023
## 19  1994.0286  1970.6571  1458.8857 815.0571  901.5714  567.68571 0.26847936
## 20  1317.5238  1299.6667  1011.0000 566.4286  862.0952  115.09524 0.07971821
## 21  1014.6429   991.0714   750.3571 427.4286  521.5000  407.85714 0.32891504
## 22  1544.7143  1540.7143  1185.4286 723.1429 1044.1429   97.14286 0.05476915
## 23  1261.8052  1237.1688   863.0909 478.9870  565.9610  340.15584 0.28879995
## 24  1197.7234  1131.8723   837.7872 474.5957  558.5106  487.14894 0.39639378
## 25  1610.6562  1527.4375  1054.0000 638.6094  732.9844  548.75000 0.37025334
## 26  1703.1077  1622.6923  1050.3641 638.0410  747.8923  953.65128 0.56149506
## 27  1719.7333  1707.4667  1218.5333 676.5333 1037.1333  220.26667 0.10272042
## 28  1116.9062  1110.5312   832.8125 482.5312 1078.5938  138.96875 0.08847438
## 29  1524.6667  1501.8148  1066.8796 606.2130  688.0648  297.37037 0.21677356
## 30  1679.6400  1666.8400  1196.3200 639.9600  743.2800  257.16000 0.15259076
## 31  1737.1176  1717.1176  1174.5882 640.6176  761.0588  838.00000 0.47423996
## 32  2002.9869  1914.5490  1369.0000 806.8235  872.0850 1157.01307 0.55135742
## 33  1134.7234  1117.7872   778.2979 454.7021  530.7447  722.08511 0.65018190
## 34  1529.1070  1486.3169  1022.5185 603.6420  672.3539  657.32099 0.43480323
## 35  2163.4000  2109.0667  1493.8000 824.9667  933.7333  788.60000 0.41599298
## 36  1251.9364  1234.0000   862.4740 471.0636  530.5145  337.69364 0.29255741
## 37  1156.3000  1149.0000   834.5000 447.7000  533.6000  427.50000 0.37502417
## 38  1069.6250  1053.0000   755.2500 411.0000  752.1250  141.12500 0.13159889
## 39  1839.8125  1752.8438  1293.0625 657.1875  752.1562  769.37500 0.44902076
## 40  1616.0000  1433.4615  1149.3846 558.3846  639.6923  857.30769 0.50874970
## 41  1793.0890  1734.3836  1194.0342 694.2842  776.5171  880.81849 0.50324802
## 42  1014.4510   986.4902   713.5490 414.0392  508.2157  623.52941 0.61896109
## 43  2137.0656  2078.4098  1372.9672 739.1148  839.8361  816.90164 0.38726791
## 44  1259.0208  1242.8333   941.1458 548.6667  737.4583   89.58333 0.06974944
## 45  1578.1250  1558.7500  1169.4306 670.5694  790.8194  264.83333 0.17175784
## 46  1271.2105  1154.3158   880.5789 468.3684  559.5789  846.05263 0.67658559
## 47  2129.5600  2062.1600  1364.0000 708.8800  828.3600 1270.96000 0.59910684
## 48   898.8333   793.5000   642.6667 294.8333  541.5000  369.16667 0.26815016
## 49  1540.4018  1524.8839  1053.8482 582.5536  650.3036  365.90179 0.24765476
## 50  1625.2308  1478.5385  1037.6538 640.0769 1041.2692  309.76923 0.17013023
## 51  2275.8571  2252.4405  1505.4167 799.4524  877.2024  722.50000 0.33985099
## 52  1385.0000  1379.2857  1038.7143 591.0000  708.2857  522.00000 0.35035799
## 53  1625.0000  1598.8378  1087.7027 587.6757  661.1622  681.72973 0.43721250
## 54  1217.5957  1190.5957   847.1277 491.9362  586.1702  615.59574 0.55905630
## 55  1628.8200  1612.0200  1157.9400 640.4400  704.5400  243.36000 0.15357922
## 56  1455.1290  1420.5484  1051.3226 579.3871  687.0000  182.16129 0.13220938
## 57  1228.9286  1219.2857   924.0000 560.6786  912.7500  131.57143 0.10542701
## 58  1337.8125  1271.0625   953.5000 528.2500  680.7500   79.06250 0.05580211
## 59  1097.8095  1088.7619   788.9524 451.0000  552.7619  526.23810 0.52007524
## 60  1899.6649  1872.1045  1269.1874 727.1099  785.2162 1001.04685 0.50884357
## 61  1074.2857  1043.8571   795.4286 454.3571  629.4286   81.64286 0.07417470
## 62  1242.6364  1193.0909   863.3182 473.2273  737.9545  456.45455 0.35259915
## 63  1677.7018  1657.1228  1212.9123 683.5965  818.2105  382.59649 0.24504187
## 64  1446.2000  1415.4923   994.6615 564.9231  659.6308  717.64615 0.51998861
## 65  1868.5917  1811.1083  1272.2250 780.3000  910.3667  428.13333 0.23430134
## 66   917.5455   876.8182   683.1364 392.1818  530.4545  562.77273 0.58645946
## 67  2019.9167  1806.2708  1074.7917 667.3438  817.7188  678.06250 0.33634818
## 68  1905.8400  1757.1867  1185.9067 700.3867  766.6933  584.18667 0.30402591
## 69   980.1538   923.6154   764.9231 411.6923  593.9231  252.61538 0.25052233
## 70  1518.4231  1424.8077  1031.3077 568.4615  658.0000  685.80769 0.46773913
## 71  1844.3750  1804.7500  1299.9375 680.1875  893.7812  465.06250 0.24093321
## 72  1121.5833  1107.8333   842.8333 493.2500  594.6667  312.91667 0.24381010
## 73  1511.7308  1489.3077  1074.0000 605.5385  708.7692  508.34615 0.35292864
## 74  1847.6250  1776.1458  1113.4271 720.5104  818.3646  837.21875 0.45184130
## 75  1704.8333  1679.0833  1316.9167 753.9167  972.8333  242.91667 0.13838409
## 76  1662.3023  1641.6395  1146.8605 651.6395  722.6395  343.16279 0.20997913
## 77  1102.1707  1064.3415   745.6098 452.3415  521.4634  470.43902 0.41900496
## 78  1516.3864  1475.2386   973.3864 522.3750  603.0114 1129.88636 0.73012599
## 79  1322.7536  1301.7246   948.7536 539.1449  637.3478  363.60870 0.26714038
## 80  1485.1596  1440.2979  1019.7447 556.3936  652.4362  410.07447 0.28923702
## 81  1279.4615  1255.8846   912.0000 506.6346  659.1346  211.90385 0.17218671
## 82  1412.4667  1392.7556   944.8222 523.0444  613.5556  688.71111 0.50048924
## 83  1306.0000  1208.3333   876.8148 485.6667  566.4815  736.51852 0.57434103
## 84  1328.5652  1286.3261   927.2826 515.5870  600.8261  254.45652 0.20703864
## 85  1480.8065  1462.8710  1083.9355 622.6452  715.6774  129.74194 0.09390145
## 86  1222.0169  1204.6780   858.9322 491.2712  576.7797  192.89831 0.15398007
## 87  1187.8333  1171.7500   821.4167 453.5833  745.9167  448.83333 0.29115646
## 88  1340.5200  1298.7600  1014.6000 564.9200  782.4000  129.96000 0.08474291
## 89   823.8000   685.0000   660.8000 326.2000  445.8000  384.40000 0.38438057
## 90  2200.9126  2173.0485  1398.4078 729.7573  773.2427  603.22330 0.27861942
## 91  1347.9394  1324.2424   907.1212 510.7273  609.6061  808.51515 0.66034214
## 92  2300.1275  2251.0352  1527.2132 858.2374  926.2110  912.88132 0.37327769
## 93  1335.5333  1271.8667   961.1333 518.6667  796.5333  823.80000 0.57548578
## 94   810.4000   797.0000   559.0667 338.2000  430.5333  450.13333 0.49759896
## 95  1745.7097  1560.2903   999.4839 656.6129 1081.2903  141.67742 0.08092238
## 96  1653.3600  1608.5867  1094.7333 642.0400  720.9867  764.82667 0.48479155
## 97  1291.6981  1271.4906   925.7925 535.0000  631.6981  160.75472 0.12670923
## 98  1478.8364  1450.4364  1004.5818 584.1455  654.6364  780.90909 0.57064458
## 99  1345.1786  1332.5000   951.1786 551.7143  621.4643  209.21429 0.15066664
## 100 1359.0000  1346.8462  1009.1538 569.3846  862.3846  100.53846 0.07497696
##     lowincome lowincpct    lesshs  lesshspct    under5  under5pct   over64
## 1    549.8673 0.4174402 138.30973 0.16106337  82.71681 0.05534797 232.8053
## 2    582.7917 0.3879962 205.16667 0.19521105  75.91667 0.05013226 295.3750
## 3    481.3636 0.4884076 175.09091 0.23365562  40.09091 0.04003484 254.7273
## 4    581.5263 0.4721476 185.36842 0.19164984  62.94737 0.04794065 228.5789
## 5    455.0455 0.3879327 144.86364 0.16137970  53.36364 0.04277098 292.1364
## 6    402.4375 0.4580288 145.31250 0.15824990  40.18750 0.03719168 231.2500
## 7    572.0000 0.4676535 119.65714 0.13187570  65.48571 0.04784239 308.8000
## 8    458.7500 0.4699756 154.75000 0.18105236  42.20000 0.04088192 206.2500
## 9    556.0645 0.5282522 154.77419 0.19129775  57.90323 0.05804781 217.8065
## 10   435.1333 0.2979744 105.81111 0.09390192  58.94444 0.03692417 413.1333
## 11   542.2013 0.3552642 109.04545 0.09264570  83.55844 0.05113294 313.5844
## 12   630.1552 0.4088125 211.34483 0.19905904  73.68966 0.04662198 296.4828
## 13   597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255
## 14   536.4839 0.4369692 192.14516 0.20592006  66.72581 0.05082282 249.4516
## 15   497.8333 0.2440306 173.66667 0.12930086  82.00000 0.03515260 297.0000
## 16   283.9583 0.2754435  63.93056 0.08136868  41.16667 0.03641695 225.5139
## 17   467.7222 0.3974021 190.22222 0.20542034  58.77778 0.04116708 255.0000
## 18   584.0211 0.3637524 168.67368 0.15466219  93.47368 0.05579495 281.4632
## 19   578.9429 0.3080175 172.17143 0.13077810  98.65714 0.04966536 465.8857
## 20   534.5714 0.4130994 138.66667 0.14873041  53.76190 0.03644420 372.2381
## 21   431.2143 0.3595807 120.14286 0.13844495  47.42857 0.03680705 237.2857
## 22   673.8571 0.4301222 136.85714 0.12365401  57.28571 0.04092866 453.1429
## 23   562.4156 0.4598837 138.31169 0.16966641  69.98701 0.05510341 226.2078
## 24   544.1489 0.4751125 154.51064 0.17251402  59.97872 0.04705761 229.6170
## 25   535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344
## 26   676.5846 0.4321061  97.44103 0.10091263 130.36923 0.07146213 191.2821
## 27   473.8667 0.2669347 132.00000 0.09136921  93.33333 0.04177162 266.4000
## 28   323.4688 0.2152911  56.03125 0.05064283  52.40625 0.03357815 224.4062
## 29   574.2407 0.4134189 176.68519 0.18121879  83.22222 0.05200953 267.2130
## 30   505.0400 0.2957047 159.16000 0.13818610  79.24000 0.04207496 332.5200
## 31   911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529
## 32   634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961
## 33   569.2553 0.5205601 158.25532 0.20412254  66.85106 0.05850100 208.2766
## 34   554.8148 0.3857062 114.95885 0.12358054  93.57613 0.05999410 232.6420
## 35   757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333
## 36   468.1503 0.4083612 131.69364 0.16806135  74.67052 0.05784186 195.1272
## 37   345.2000 0.3064562 114.50000 0.13856905  47.60000 0.03636652 221.3000
## 38   507.2500 0.5102192 143.87500 0.20654299  44.62500 0.04369245 248.7500
## 39   585.7812 0.3574983 203.81250 0.17857174  90.59375 0.04478424 297.4688
## 40   696.4615 0.4430114 297.69231 0.25728639  82.15385 0.04960535 245.7692
## 41   636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836
## 42   514.8431 0.5291127 160.84314 0.23226848  53.37255 0.04872362 198.0980
## 43   826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885
## 44   417.1250 0.3501710 112.14583 0.12502418  59.64583 0.04432084 303.0833
## 45   485.0972 0.3301508 118.69444 0.10951766  76.79167 0.04756194 395.8889
## 46   552.7368 0.4943198 183.00000 0.21197049  58.42105 0.04714758 238.5263
## 47   894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600
## 48   344.1667 0.3094445 118.16667 0.12494005  46.66667 0.03172541 147.8333
## 49   452.4196 0.3213845 116.20536 0.12328063  85.83036 0.05558499 234.3661
## 50   603.6923 0.4158219 120.80769 0.11329549  75.00000 0.04741464 306.7692
## 51   790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571
## 52   711.2857 0.5212350 191.00000 0.18566867  61.85714 0.04480687 293.2857
## 53   654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027
## 54   572.2128 0.5143607 165.95745 0.21593098  69.74468 0.05918334 233.1064
## 55   564.7800 0.3792087 167.14000 0.15292776  82.28000 0.05396395 275.2200
## 56   604.5806 0.4300900 170.41935 0.16820049  63.61290 0.03928795 283.7097
## 57   453.8929 0.3840277 104.92857 0.11932434  60.10714 0.04991263 344.7500
## 58   489.9375 0.3966755 139.31250 0.15180438  59.75000 0.04371874 280.3750
## 59   463.4286 0.4439387 131.76190 0.16717262  58.71429 0.05121487 239.5238
## 60   553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928
## 61   367.3571 0.3517350 122.92857 0.17358753  47.78571 0.03800812 257.7857
## 62   526.7727 0.4545660 178.77273 0.20578410  68.77273 0.04861627 238.9545
## 63   482.3333 0.3225237 116.36842 0.11253872  94.08772 0.05588676 398.2105
## 64   506.5538 0.3901742 145.21538 0.16136440  81.32308 0.05293687 250.6769
## 65   627.8333 0.3617816  89.73333 0.07403077  94.28333 0.04764066 311.8917
## 66   420.3182 0.4662727 140.36364 0.19343314  42.09091 0.04624607 222.7727
## 67   716.0208 0.3990539  94.21875 0.09443355 182.72917 0.08478579 174.9688
## 68   507.9200 0.3056277  86.37333 0.07371168  87.90667 0.04260098 244.8533
## 69   365.2308 0.3808610  91.69231 0.11334706  35.61538 0.03404130 275.6154
## 70   537.5769 0.4061748 139.42308 0.14148143  95.61538 0.07014012 244.8846
## 71   569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938
## 72   423.6667 0.3265051 113.41667 0.11926838  51.00000 0.04028613 298.5833
## 73   557.1154 0.3897150 146.65385 0.15027934  79.19231 0.05030882 277.9615
## 74   775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312
## 75   547.0000 0.3180246 119.41667 0.08926729  56.50000 0.03136032 501.3333
## 76   655.4651 0.4104823 213.19767 0.19328012  94.16279 0.05679491 281.5465
## 77   522.1220 0.5046213 147.19512 0.19642232  67.78049 0.06309203 187.6098
## 78   808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977
## 79   528.5652 0.4101226 165.13043 0.17479987  68.18841 0.04927362 256.6377
## 80   552.0213 0.3882254 150.19149 0.15112388  83.77660 0.05400757 249.5319
## 81   530.8269 0.4278625 158.55769 0.17539240  65.25000 0.04654670 264.5192
## 82   668.5778 0.4881783 210.93333 0.21708758  90.91111 0.06240875 241.4667
## 83   626.5185 0.5494986 176.70370 0.19973572  81.55556 0.06262461 220.7407
## 84   472.6522 0.3902536 138.23913 0.15191692  74.76087 0.05447396 244.3913
## 85   493.3226 0.3482443 178.35484 0.17394059  66.16129 0.04351066 293.4839
## 86   512.8475 0.4217325 186.35593 0.21400064  62.88136 0.05045109 240.4915
## 87   559.7500 0.4205642 178.41667 0.20406917  74.83333 0.04973617 227.5833
## 88   501.1600 0.3971499 116.00000 0.11777856  56.40000 0.04337018 389.0000
## 89   352.2000 0.4084500 161.80000 0.20181076  23.40000 0.02435449 175.2000
## 90   518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476
## 91   661.1212 0.5370607 181.75758 0.21836497  83.75758 0.07088052 234.7273
## 92   527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242
## 93   581.4667 0.4378546 187.53333 0.18868625  57.13333 0.04445049 315.7333
## 94   385.0000 0.4404899 112.20000 0.18006760  42.40000 0.04705728 184.9333
## 95   685.9032 0.4140439 104.61290 0.09945259  57.67742 0.03805517 264.5161
## 96   722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267
## 97   549.6226 0.4335968 198.52830 0.21727845  64.24528 0.04622024 264.2830
## 98   632.2545 0.4934099 197.81818 0.22799302  87.72727 0.05433693 251.0727
## 99   556.3214 0.4282694 180.42857 0.18439632  70.71429 0.05350090 257.4286
## 100  610.1538 0.4525804 159.69231 0.15618317  63.53846 0.04504534 336.8462
##     over64pct   pre1960 pre1960pct  vuleopct     vuleo      dispeo      dslpm
## 1   0.1771052 149.39823 0.26917124 0.3919140  535.9212   32.591983 0.31652977
## 2   0.1978350  98.83333 0.15204557 0.2614009  405.8671 -141.949213 0.17280304
## 3   0.2567598 111.36364 0.14555685 0.3073918  308.8310  -44.500683 0.09937925
## 4   0.1856193 162.52632 0.27776011 0.5158688  670.7667  199.008126 0.17955891
## 5   0.2449194 138.45455 0.18089747 0.2326394  276.5605 -154.695441 0.09294807
## 6   0.2414349 132.43750 0.20044189 0.2765775  300.3192  -87.110398 0.09034049
## 7   0.2338142 140.51429 0.21691664 0.4263847  519.7859   41.685262 0.15565777
## 8   0.2105177 114.80000 0.23759821 0.5346044  572.3331  224.436740 0.13397961
## 9   0.2077864  86.12903 0.16127426 0.4930751  530.2882  144.346120 0.14271858
## 10  0.3172753  32.61111 0.04079631 0.2229890  348.2231 -151.043062         NA
## 11  0.1882356 182.86364 0.25920849 0.2604397  414.2111 -171.080960 0.25221749
## 12  0.2045420 157.81034 0.22869348 0.2853118  468.8633  -79.000322 0.22037398
## 13  0.1423851 148.53191 0.24402483 0.3324521  657.2000 -101.875670 0.43115183
## 14  0.1942544 141.27419 0.25445192 0.2866018  354.1364 -113.060554 0.20561481
## 15  0.1499563 118.00000 0.15064087 0.2021717  419.5000 -197.223193 0.15473071
## 16  0.2491433  88.25000 0.14579878 0.2002290  209.5189 -129.530331         NA
## 17  0.2043939 143.33333 0.22032932 0.3936879  495.2352   47.643057 0.17573368
## 18  0.1737724 132.84211 0.20538870 0.3006963  497.5845  -86.769046 0.27514719
## 19  0.2216028 110.14286 0.14734296 0.2882484  576.4735 -129.813681 0.21132811
## 20  0.2927199  98.76190 0.12519774 0.2464088  329.2558 -137.412566 0.11272115
## 21  0.2037117 135.00000 0.20327347 0.3442479  424.2037   64.816078 0.14649305
## 22  0.2840903 128.42857 0.12577411 0.2424457  386.4494 -160.690102 0.09703504
## 23  0.1892872 116.22078 0.21392041 0.3743418  454.6878    7.754956 0.27300703
## 24  0.2052754 116.02128 0.21920903 0.4357531  530.8153  106.580370 0.14971195
## 25  0.1856566 107.82812 0.19839682 0.3746689  547.6264  -22.869893 0.15709208
## 26  0.1234708  75.18462 0.12772951 0.4968006  828.0457  224.803074         NA
## 27  0.1572178  72.06667 0.07546156 0.1848275  349.8125 -259.318962         NA
## 28  0.1591291  87.46875 0.06585532 0.1518827  232.1986 -163.410813         NA
## 29  0.1801980 125.62963 0.20380424 0.3150962  442.1939  -97.844722 0.30975191
## 30  0.2021550 133.28000 0.19491758 0.2241477  382.7131 -212.217265 0.26214080
## 31  0.1803315 148.17647 0.19559573 0.4947542  880.0032  264.714198 0.15359399
## 32  0.1355834 142.73203 0.21464011 0.4489100  915.7598  206.299586 0.42433954
## 33  0.1971776 141.44681 0.28564615 0.5853710  649.2844  247.364121 0.21027140
## 34  0.1587560 138.97119 0.23743353 0.4102547  611.1772   69.565758 0.32319878
## 35  0.1769237 122.73333 0.14287362 0.4043219  783.4805   17.201756 0.19755063
## 36  0.1653679 118.75723 0.25656432 0.3504593  407.1872  -36.250065 0.37583540
## 37  0.2040917 121.70000 0.24954233 0.3407402  387.6701  -21.892642 0.15082953
## 38  0.2319127  98.62500 0.15145431 0.3209090  328.2875  -50.574856 0.08549048
## 39  0.1792519 123.90625 0.22249930 0.4032595  696.1428   44.479119 0.22703138
## 40  0.1483293 117.38462 0.17642192 0.4758806  804.7418  232.352740 0.15781048
## 41  0.1476139 144.51712 0.25187886 0.4575694  772.4190  137.304832         NA
## 42  0.2124153 141.98039 0.32554635 0.5740369  577.5869  218.267264 0.22280477
## 43  0.1390586 119.26230 0.16789414 0.3976172  834.1685   77.217501 0.21282488
## 44  0.2356631 170.29167 0.27994441 0.2099602  256.1733 -189.773316 0.13080635
## 45  0.2535953 111.01389 0.14655408 0.2509543  379.2198 -179.753889         NA
## 46  0.1945493 124.47368 0.24906385 0.5854527  730.2465  279.982308 0.15574047
## 47  0.1116875  64.80000 0.10680578 0.5255530 1096.9498  342.657287         NA
## 48  0.1205571  72.33333 0.08205631 0.2887973  385.0393   66.671538         NA
## 49  0.1568829  96.66964 0.17699338 0.2845196  412.0953 -133.516704 0.33445751
## 50  0.2006694 121.57692 0.12965477 0.2929761  494.0606  -81.597925 0.10358560
## 51  0.1462530 115.14286 0.17331659 0.3764352  761.6580  -44.453147 0.26336824
## 52  0.2049262 154.00000 0.22027435 0.4357965  618.1292  127.560687 0.12913767
## 53  0.1586252 113.48649 0.19075968 0.4317508  675.1211   99.544223 0.23751193
## 54  0.1924665 163.97872 0.31277669 0.5367085  600.3022  169.028421 0.19174867
## 55  0.1702729 100.84000 0.17838677 0.2663940  407.8475 -169.082360 0.27066314
## 56  0.2056833 145.67742 0.21931611 0.2811497  401.6876 -113.720770 0.18049430
## 57  0.2819852 146.17857 0.17015179 0.2447273  294.2633 -141.024552 0.10728014
## 58  0.2184594 153.93750 0.23739674 0.2262388  294.0973 -179.757404 0.12293083
## 59  0.2352747 161.95238 0.29790155 0.4820070  496.8406  107.995216 0.15708419
## 60  0.1133439  85.37117 0.13903627 0.4058329  780.2090  107.345544         NA
## 61  0.2524531 167.78571 0.28102585 0.2129549  229.5586 -150.954604 0.11498830
## 62  0.2055715 155.72727 0.24909687 0.4035826  513.8405   73.697335 0.16986314
## 63  0.2316239 110.12281 0.16990685 0.2837828  435.6780 -158.565803 0.18304542
## 64  0.1859334 125.01538 0.21611892 0.4550814  617.7099  105.464282 0.25970971
## 65  0.1643263 132.41667 0.19807151 0.2980415  543.1824 -118.674851         NA
## 66  0.2596166 140.77273 0.29890600 0.5263661  504.4648  179.469161 0.16710775
## 67  0.1040546  67.39583 0.11383226 0.3677010  726.9245   11.467733         NA
## 68  0.1307914  98.25333 0.14245257 0.3048268  576.5700  -98.480650 0.34352809
## 69  0.2586799  96.30769 0.16168913 0.3156917  322.7673  -24.404257         NA
## 70  0.1725477 160.92308 0.31534397 0.4369570  624.2673   86.440134 0.20981541
## 71  0.1809942  87.90625 0.11462612 0.2749736  523.4460 -129.833675         NA
## 72  0.1937675  96.50000 0.14325266 0.2851576  371.1532  -26.112882 0.14477123
## 73  0.2040040 150.92308 0.23806169 0.3713218  537.5622    2.105488 0.19609886
## 74  0.1349315  89.69792 0.16668811 0.4554483  821.9861  167.555219 0.24078693
## 75  0.3053656 223.66667 0.22659512 0.2282044  398.8702 -204.983705 0.19421313
## 76  0.1738452 126.93023 0.18688962 0.3102307  504.3061  -84.483258 0.26155204
## 77  0.1703379 122.90244 0.26032744 0.4618131  504.4140  114.023843 0.20145933
## 78  0.1465583 109.00000 0.20357671 0.6431741  980.2410  443.135290 0.22040500
## 79  0.2021050 196.75362 0.31364523 0.3386315  450.2984  -18.222421 0.21340966
## 80  0.1753235 175.23404 0.29282884 0.3387312  490.9233  -35.121845 0.35304974
## 81  0.2189072 163.69231 0.26517778 0.3000246  377.0244  -76.162290 0.21621754
## 82  0.1768444 120.44444 0.20907603 0.4943338  683.7422  183.444967 0.16318634
## 83  0.1778456 121.22222 0.24794633 0.5619198  702.2288  239.642104 0.19567271
## 84  0.1884201 185.00000 0.34485209 0.2986461  371.7971  -98.782171 0.25156630
## 85  0.2079573 115.22581 0.16485219 0.2210729  314.8444 -209.658893 0.17646868
## 86  0.2018956 137.57627 0.23097666 0.2878563  357.2810  -75.558754 0.18749997
## 87  0.1929271 107.25000 0.14826737 0.3558603  508.1537   87.421784         NA
## 88  0.2880976 145.44000 0.22364280 0.2409464  323.8429 -150.970825 0.10196269
## 89  0.1794784 127.80000 0.23118452 0.3964153  384.6713   92.880395 0.12935258
## 90  0.1287587  67.33981 0.10678785 0.2727480  566.8866 -212.679081 0.33612482
## 91  0.1739225 133.51515 0.26420751 0.5987014  740.7816  263.339938 0.23126831
## 92  0.1242591  65.79341 0.10077470 0.3123999  727.1955  -87.512275 0.42932467
## 93  0.2488037 144.33333 0.20662887 0.5066702  716.6377  243.590316 0.16923835
## 94  0.2228574  97.13333 0.20507851 0.4690444  418.3383  131.293687 0.13331156
## 95  0.1773820 135.35484 0.14139952 0.2474831  482.2409 -136.091413 0.12426784
## 96  0.1637939 123.17333 0.20809333 0.4752131  752.3040  166.682069 0.20878279
## 97  0.2089182 122.67925 0.21392598 0.2801530  359.9629  -97.558045 0.15159615
## 98  0.1758329 146.32727 0.27139031 0.5320272  715.1185  191.312987 0.25919652
## 99  0.1938092 145.67857 0.24983535 0.2894680  385.4222  -91.041604 0.20863734
## 100 0.2496380 170.30769 0.21326206 0.2637787  358.0441 -123.315183 0.09633023
##       cancer      resp    ptraf       pwdis        pnpl       prmp      ptsdf
## 1   34.59308 0.4576592       NA          NA 0.018487268 0.46651075 1.08713271
## 2   30.84475 0.3938572       NA          NA 0.037912568 0.09692420 0.12815287
## 3   21.84325 0.2680125       NA          NA 0.049249745 0.04654865 0.04657801
## 4   35.18457 0.4911926       NA          NA 0.045261657 0.05523394 0.23587285
## 5   20.98061 0.2573567       NA          NA 0.070518297 0.02690828 0.22496000
## 6   20.49582 0.2441193       NA          NA 0.016394080 0.02883423 0.05077100
## 7   26.63451 0.3599771       NA          NA 0.156930039 0.21707499 0.27701601
## 8   26.28007 0.3434102       NA          NA 0.016108952 0.17717621 0.05320158
## 9   29.93067 0.4174150       NA          NA 0.025594423 0.18182049 0.16304169
## 10        NA        NA       NA          NA 0.069348304 0.14680634 0.36927853
## 11  27.28900 0.3505627       NA          NA 0.170159994 0.23896088 1.47101235
## 12  32.32983 0.4271602       NA          NA 0.018509797 0.60736785 0.60848659
## 13  38.02914 0.5219152       NA          NA 0.215837087 0.40999325 0.67363869
## 14  31.33500 0.4103644       NA          NA 0.020028869 0.79875696 1.46360828
## 15  23.80679 0.3058080       NA          NA 0.016490846 0.14004003 0.09201705
## 16        NA        NA       NA          NA 0.042450175 0.04642283 0.29240034
## 17  30.89038 0.4054905       NA          NA 0.038654448 0.09087409 0.11376247
## 18  35.77856 0.4574717       NA          NA 0.043979867 0.71651389 1.54476147
## 19  33.67628 0.4570581       NA          NA 0.030940689 0.39990107 0.14415137
## 20  25.91320 0.3310356       NA          NA 0.011506724 0.11398211 0.15278969
## 21  24.60909 0.3230565       NA          NA 0.012155968 0.04779760 0.06446356
## 22  24.81827 0.3090753       NA          NA 0.012503830 0.05276495 0.07688091
## 23  36.16066 0.4749268       NA          NA 0.106017820 0.39733422 0.61789945
## 24  30.14047 0.4188799       NA          NA 0.038614054 0.06998162 0.31620173
## 25  28.68126 0.4230975       NA          NA 0.106926145 0.42529881 0.37592439
## 26        NA        NA       NA          NA 0.172371297 0.38488849 0.95848908
## 27        NA        NA       NA          NA 0.016751439 0.09288359 0.04610997
## 28        NA        NA       NA          NA 0.007005027 0.16419952 0.21525972
## 29  35.46591 0.4711024       NA          NA 0.027097171 0.47450556 0.85883220
## 30  33.62059 0.4463013       NA 0.001438777 0.039966488 0.19717246 0.32604591
## 31  29.10694 0.3960308       NA          NA 0.018890780 0.19092452 0.11223393
## 32  39.47396 0.4954464       NA          NA 0.072952634 0.48767075 2.53619109
## 33  29.79396 0.3903928       NA          NA 0.015702364 0.60229497 0.44352947
## 34  35.65933 0.4513286       NA          NA 0.027115581 0.45475852 2.80220190
## 35  32.25461 0.4315558       NA          NA 0.029152717 0.14192604 0.26961895
## 36  39.66390 0.5181158       NA          NA 0.333406657 1.08978188 1.69676397
## 37  26.09084 0.3409217       NA          NA 0.022082794 0.05798133 0.07133688
## 38  22.75260 0.2944589       NA          NA 0.015646146 0.05651647 0.07363816
## 39  34.50889 0.4544088       NA          NA 0.309771440 0.23518987 0.82028443
## 40  28.32582 0.3730194       NA          NA 0.018346811 0.06687062 0.09456515
## 41        NA        NA       NA          NA 0.014239096 0.68341145 3.47950235
## 42  31.13998 0.4217635       NA          NA 0.012602661 0.48075172 0.39617224
## 43  34.21505 0.4802159       NA          NA 0.031884113 0.26290582 0.17011664
## 44  22.33353 0.2847963       NA          NA 0.263121311 0.56991820 0.23949379
## 45        NA        NA       NA          NA 0.159313674 0.19636730 0.85179504
## 46  27.98550 0.3665439       NA          NA 0.014607220 0.08537003 0.24381093
## 47        NA        NA       NA          NA 0.075163949 0.69033708 0.12642215
## 48        NA        NA       NA          NA 0.008852141 0.01458916 0.01079700
## 49  35.22766 0.4816882       NA          NA 0.167157907 0.65273912 0.78886206
## 50  22.44427 0.2850856       NA          NA 0.061130664 0.13627221 0.16023591
## 51  32.23070 0.4457265       NA          NA 0.025035707 0.41393380 0.23723157
## 52  28.38102 0.4164428       NA          NA 0.030255525 0.07672506 0.06736424
## 53  34.57777 0.5685818 129.5365          NA 0.024198807 0.32997824 0.98595583
## 54  28.79850 0.3973143       NA          NA 0.018016999 0.40917782 0.24472760
## 55  35.37423 0.4688820       NA          NA 0.040408049 0.53119444 0.71207911
## 56  27.73757 0.3567475       NA          NA 0.027711393 0.22703076 0.40135613
## 57  24.04552 0.3083235       NA          NA 0.023084511 0.26052792 0.04351834
## 58  23.88297 0.3029172       NA          NA 0.033400503 0.11140618 0.27539939
## 59  26.69859 0.3526753       NA          NA 0.031709454 0.17037817 0.03827832
## 60        NA        NA       NA          NA 0.067862546 0.66508485 2.90562508
## 61  22.19441 0.2720081       NA          NA 0.020664862 0.04479133 0.20259426
## 62  34.81807 0.4974464       NA          NA 0.024453482 0.29464461 0.13744873
## 63  35.46156 0.4806656       NA          NA 0.227353908 0.17509230 0.20682394
## 64  31.13754 0.4141487       NA          NA 0.014516391 0.47430853 0.76606257
## 65        NA        NA       NA          NA 0.128909967 0.46380382 2.50534509
## 66  29.46246 0.3895834       NA          NA 0.012196882 0.22838202 0.14664309
## 67        NA        NA       NA          NA 0.286745662 0.19709319 0.63343122
## 68  36.04644 0.4767221       NA          NA 0.040670809 0.14261019 1.70097135
## 69        NA        NA       NA          NA 0.039207659 0.15626147 0.12481899
## 70  24.66018 0.3213893       NA          NA 0.017189212 0.65990225 0.72070612
## 71        NA        NA       NA          NA 0.036057435 0.09209085 0.12745439
## 72  23.80005 0.3060401       NA          NA 0.012246907 0.22487321 0.07536073
## 73  31.66348 0.4144187       NA          NA 0.185567328 0.29293685 0.28197182
## 74  29.04834 0.3926509       NA          NA 0.036455741 0.27846276 1.40174886
## 75  30.18075 0.3892443       NA          NA 0.054191449 0.06769332 0.06543010
## 76  34.46271 0.4531987       NA          NA 0.015957430 0.33723267 0.95011376
## 77  35.34499 0.4992846 138.3595          NA 0.109754706 0.41265198 0.31866491
## 78  32.47018 0.4575729       NA          NA 0.024348766 0.54838042 0.31598072
## 79  31.89096 0.4139661       NA          NA 0.021662653 0.54577698 0.72282342
## 80  36.59263 0.4923564       NA          NA 0.121167003 0.52435863 0.84194379
## 81  34.06881 0.4507877       NA          NA 0.030520071 0.44827288 0.52553177
## 82  30.51232 0.4137775       NA          NA 0.024504754 0.34267322 0.24234168
## 83  35.15641 0.4991327       NA          NA 0.030816195 0.30240859 0.28337228
## 84  38.86160 0.4982897       NA          NA 0.031207508 0.30997159 0.19452894
## 85  29.92433 0.3784246       NA          NA 0.024554835 0.09221757 0.32579919
## 86  28.03075 0.3634573       NA          NA 0.032553165 0.42729318 0.17932866
## 87        NA        NA       NA          NA 0.028924486 0.04305214 0.20126995
## 88  24.20718 0.2988564       NA          NA 0.036143224 0.20702273 0.76833204
## 89  23.23082 0.2950123       NA          NA 0.009602298 0.13897133 0.03473965
## 90  36.75110 0.5062466       NA          NA 0.050049336 0.34594334 1.01051814
## 91  33.08215 0.4339669       NA          NA 0.053054379 0.35135000 0.60129843
## 92  36.51520 0.4943147       NA          NA 0.127167325 0.22285693 2.04847960
## 93  30.93600 0.4110591       NA          NA 0.023064707 0.04557286 0.04271949
## 94  24.87767 0.3325719       NA          NA 0.018353096 0.30255465 0.05122357
## 95  21.94132 0.2672414       NA          NA 0.025480489 0.02745375 0.43563828
## 96  31.65313 0.4197343       NA          NA 0.013158771 0.18919366 0.54042891
## 97  27.88877 0.3647305       NA          NA 0.036488529 0.68584650 0.32942549
## 98  31.51647 0.4133079 201.7222          NA 0.014350935 0.95566333 0.60423848
## 99  30.39726 0.4044873       NA          NA 0.127921350 0.17458549 0.19750888
## 100 21.61371 0.2668410       NA          NA 0.028564969 0.04211164 0.35770114
##        ozone     pm25  d_dslpm_2  d_cancr_2 d_ptraf_2  d_pwdis_2    d_pnpl_2
## 1   43.45316 8.297337  20.551376  1203.8700        NA         NA   0.5917337
## 2   43.16748 8.401689 -24.041662 -4428.8246        NA         NA  -4.8455965
## 3   42.31874 7.133256  -4.067480  -987.8557        NA         NA  -2.1888089
## 4   42.09358 7.856333  36.596005  7057.9545        NA         NA   8.6984956
## 5   42.85610 6.934824 -13.882709 -3251.3249        NA         NA -12.4242546
## 6   42.75757 6.909698  -7.962184 -1806.5473        NA         NA  -1.4888087
## 7   39.17018 7.163471  11.160443  1190.8372        NA         NA  32.3761427
## 8   39.68727 7.278513  30.140105  5922.3808        NA         NA   3.9088078
## 9   39.02552 7.724246  20.639936  4327.5557        NA         NA   4.1458859
## 10  37.20899 7.038491         NA         NA        NA         NA -10.6908290
## 11  43.01987 7.345986 -34.807720 -4595.5819        NA         NA -31.6276999
## 12  42.68886 8.180606 -14.220791 -2495.3479        NA         NA  -1.5658187
## 13  46.20573 8.761144 -33.020743 -3669.8362        NA         NA   6.1549285
## 14  42.81260 8.063705 -19.448456 -3585.2037        NA         NA  -2.5014372
## 15  40.84772 6.815600 -31.166904 -4722.7950        NA         NA  -4.2889766
## 16        NA       NA         NA         NA        NA         NA  -5.9471799
## 17  42.59759 8.082435   7.942334  1467.0650        NA         NA   1.6848854
## 18  44.06155 8.792430 -17.436018 -2885.2142        NA         NA  -5.1299145
## 19  42.77030 8.350016 -32.181789 -4622.3431        NA         NA  -9.2225248
## 20  39.93143 7.372454 -16.497980 -3658.6480        NA         NA  -1.5119331
## 21  39.48394 7.050079  10.168985  1613.3788        NA         NA   0.9058248
## 22  38.52373 7.243753 -15.284781 -3979.9191        NA         NA  -2.0101190
## 23  43.77920 8.837614   6.773251   343.0038        NA         NA   3.6018711
## 24  37.60878 7.551723  16.496518  3253.2133        NA         NA   5.6111725
## 25  38.15876 7.074984  -1.149317  -815.0022        NA         NA  -8.6836342
## 26  42.57637 8.496981         NA         NA        NA         NA  51.3032435
## 27        NA       NA         NA         NA        NA         NA  -5.9192294
## 28        NA       NA         NA         NA        NA         NA  -1.5999880
## 29  45.75724 8.415621 -18.788098 -3233.2286        NA         NA  -2.6541790
## 30  45.29172 8.444352 -54.564412 -7137.7812        NA -0.3881073  -8.3060765
## 31  38.91913 7.685799  42.282331  7716.2569        NA         NA   4.3315632
## 32  43.33128 8.889867  99.323169  8727.8340        NA         NA  15.0891989
## 33  41.06751 7.849900  59.011437  7571.0044        NA         NA   3.6399680
## 34  45.62033 8.323611  32.605858  2701.6437        NA         NA   1.2231501
## 35  42.36211 8.351386   1.722497   535.1733        NA         NA   0.6129208
## 36  44.64218 9.068831  -5.934967 -1126.4565        NA         NA   2.6733595
## 37  39.87465 7.206519  -3.327160  -566.2376        NA         NA  -0.5275630
## 38  41.10496 7.178174  -5.027040 -1171.6520        NA         NA  -0.8971101
## 39  42.89987 8.461853  16.227701  1752.3992        NA         NA  66.8292110
## 40  40.92197 7.861686  36.680871  6588.0666        NA         NA   4.1996196
## 41  45.49677 8.297834         NA         NA        NA         NA   1.8795799
## 42  40.64639 7.813898  43.870843  6684.4612        NA         NA   2.7857882
## 43  42.33418 8.512906  17.262215  2627.8827        NA         NA   2.5933520
## 44  43.09712 7.094344 -23.576567 -4205.6319        NA         NA -44.9660626
## 45  42.23842 7.545074         NA         NA        NA         NA -22.5928132
## 46  39.84965 7.400615  42.835331  7816.2670        NA         NA   4.1457976
## 47  42.44037 8.237348         NA         NA        NA         NA  22.2835949
## 48        NA       NA         NA         NA        NA         NA   0.9905509
## 49  45.18093 8.764580 -39.305533 -4823.7465        NA         NA   1.5717447
## 50  40.21792 7.084506 -10.091257 -1871.3535        NA         NA  -5.5929307
## 51  41.76211 8.473712  -9.279486 -1500.3830        NA         NA  -2.2163470
## 52  38.41021 7.287337  16.318307  3657.2599        NA         NA   4.0569737
## 53  42.39778 8.334647  28.768817  3472.7808  26375.88         NA   2.2668094
## 54  40.11526 7.688266  35.785793  4908.2969        NA         NA   3.0015053
## 55  44.62358 8.937224 -40.577344 -5884.8501        NA         NA  -7.3761768
## 56  42.49923 7.532774 -16.968279 -3077.8925        NA         NA  -3.2626041
## 57  37.77120 7.115526 -13.922160 -3354.1415        NA         NA  -3.2152458
## 58  43.80217 7.177182 -22.799946 -4321.9475        NA         NA  -6.5309125
## 59  40.02853 7.372141  17.610881  2897.1718        NA         NA   2.6588976
## 60  45.63926 9.053602         NA         NA        NA         NA   9.7903646
## 61  42.99487 6.937168 -17.519777 -3352.1092        NA         NA  -3.1144198
## 62  42.48438 7.548112  12.808992  2579.9124        NA         NA   2.4536235
## 63  42.23749 7.873792 -28.471171 -5800.1959        NA         NA -30.5899005
## 64  41.45326 8.070645  31.534701  3323.5950        NA         NA   1.4960622
## 65        NA       NA         NA         NA        NA         NA   0.6620284
## 66  40.25518 7.667405  31.739172  5377.0854        NA         NA   2.0529568
## 67        NA       NA         NA         NA        NA         NA  37.7457720
## 68  43.06996 8.642183 -26.492157 -3277.0682        NA         NA  -3.5618019
## 69        NA       NA         NA         NA        NA         NA  -1.8526777
## 70  40.29246 6.873827  24.157500  2222.2731        NA         NA   1.5422046
## 71        NA       NA         NA         NA        NA         NA  -4.9715778
## 72  39.66935 6.968614  -3.732316  -600.7129        NA         NA  -0.3830521
## 73  42.80025 8.243473   7.858191   156.6856        NA         NA  18.4907939
## 74  40.68700 7.640995  46.381466  4914.9433        NA         NA   6.1619742
## 75  42.61664 8.065378 -40.768210 -6189.2647        NA         NA -11.8460834
## 76  44.24613 8.098258 -18.110936 -2812.9806        NA         NA  -1.4765618
## 77  41.82070 7.775240  23.949293  4014.6142  23287.06         NA  11.4159067
## 78  40.78964 8.097868  93.864929 14312.4573        NA         NA  11.1722174
## 79  43.40692 7.935987  -2.351094  -561.4391        NA         NA  -0.1120998
## 80  45.84296 8.610601  -1.456152 -1092.5594        NA         NA   1.1215722
## 81  43.01237 8.377364 -12.060370 -2452.1705        NA         NA  -2.2982708
## 82  40.44053 8.094001  29.088417  5546.7069        NA         NA   3.8187215
## 83  41.85259 8.046123  48.043113  8486.5525        NA         NA   7.2844649
## 84  43.96000 8.056566 -19.782266 -3404.0299        NA         NA  -4.2377916
## 85  43.85664 7.818871 -36.860752 -6276.2788        NA         NA  -5.4273462
## 86  42.81762 7.638205 -13.312812 -2111.8831        NA         NA  -2.5116317
## 87  40.71103 7.311667         NA         NA        NA         NA   3.9835576
## 88  41.13817 7.122076 -16.078811 -3692.1865        NA         NA  -5.7060760
## 89  38.95505 6.717312  12.014319  2157.6878        NA         NA   1.1212571
## 90  43.77941 8.611828 -67.587978 -7958.5588        NA         NA -12.8474404
## 91  42.10568 8.223186  61.006643  8724.8916        NA         NA  13.0669557
## 92  43.24921 8.914699 -22.203707 -3083.1211        NA         NA -11.3647092
## 93  41.31524 7.980443  40.327023  7541.5281        NA         NA   6.0486761
## 94  39.13543 7.030489  17.607095  3307.8067        NA         NA   2.6680361
## 95  42.88532 6.975358 -14.157800 -2943.2669        NA         NA  -3.6352602
## 96  41.01689 8.147968  38.922582  5520.0693        NA         NA   2.0729228
## 97  42.38774 7.707809 -12.019035 -2652.8743        NA         NA  -3.6963547
## 98  41.58397 8.106571  52.645706  6138.7943  55491.22         NA   2.6572699
## 99  43.62504 8.100779 -16.699409 -2764.4715        NA         NA  -9.7790314
## 100 43.58217 6.937257 -11.385999 -2649.4924        NA         NA  -3.5844913
##       d_ptsdf_2  d_ozone_2    d_pm25_2 state_name region  arealand    areawater
## 1     26.870053  1412.7912   275.69598         NA      4   9705172    247718.31
## 2    -20.473410 -6126.9818 -1194.02764         NA      4  28056590    393582.83
## 3     -2.472353 -1882.2382  -321.03837         NA      4  55191000    337730.82
## 4     62.906865  8363.9082  1560.80197         NA      4  72446218    768590.16
## 5    -33.067156 -6622.9999 -1074.63713         NA      4  50040991    367869.32
## 6     -5.161336 -3720.8510  -603.55075         NA      4  40037633     27830.31
## 7     60.770019  1664.1217   307.71381         NA      4  61565730   9684688.54
## 8     10.760871  8919.1509  1639.44463         NA      4  90542929   5454406.80
## 9     20.649824  5627.3801  1112.53197         NA      4  73093152   1064866.65
## 10   -71.182700 -5627.6207 -1058.05120         NA      4  24437611   5765756.80
## 11  -155.673361 -7355.8743 -1256.31243         NA      4  11041032     58070.15
## 12   -26.736616 -3384.0428  -652.44374         NA      4  22605981    357239.59
## 13   -49.727602 -4691.6710  -889.47173         NA      4   9953214     74539.27
## 14   -34.284646 -4853.3678  -927.94003         NA      4  19712782    113522.63
## 15   -21.003086 -8023.2817 -1355.29350         NA      4 103741447  30185484.17
## 16   -37.628896         NA          NA         NA      4  18259670  29597977.11
## 17     4.358018  2023.8269   383.94511         NA      4  61205150    480215.61
## 18   108.927675 -3859.3651  -763.77852         NA      4  10942641    399422.35
## 19   -48.818261 -5567.3707 -1158.05598         NA      4  50446868   2018138.14
## 20   -23.460125 -5475.3532 -1022.56329         NA      4  56182579   1372616.38
## 21     6.340625  2556.6407   456.73971         NA      4  31941424  11283297.29
## 22   -11.908486 -6187.3632 -1162.38009         NA      4  79543501   2145393.57
## 23    27.185857   343.2925    71.52735         NA      4  15614148    132462.92
## 24    56.877641  4003.8245   802.22877         NA      4  51695964    930300.91
## 25    14.583209  -837.4091  -155.75899         NA      4  28594956   2698672.06
## 26   219.351608  9598.2731  1916.24931         NA      4   8667309     78378.02
## 27   -13.446060         NA          NA         NA      4  45227721  45668265.87
## 28   -49.567393         NA          NA         NA      4  31017168  93766326.81
## 29    49.439837 -4476.5123  -820.86207         NA      4  13265850    346779.90
## 30   -71.887248 -9617.6567 -1788.75372         NA      4  27318712    295964.04
## 31    22.174539 10382.2872  2060.47422         NA      4  62063541    417449.38
## 32   642.048733  8958.4183  1849.54677         NA      4   4849070    193160.93
## 33   144.296965 10169.6682  1952.81060         NA      4  27852463     79027.81
## 34   447.856464  3215.2821   584.02608         NA      4   4346296     48495.04
## 35    -3.971657   689.6062   129.34560         NA      4  42458569    239289.40
## 36   122.561959 -1630.3906  -329.21562         NA      4   5325499    119233.55
## 37    -2.414226  -872.4392  -156.60694         NA      4  88218172   1329200.80
## 38    -3.744216 -2075.0431  -365.84585         NA      4  94523270   3132579.12
## 39   134.634349  1890.2985   371.67512         NA      4  43057817    453239.12
## 40    23.713563  9504.4834  1826.07701         NA      4  53142391     93645.31
## 41   846.567614  6257.0133  1147.20753         NA      4   5728933    104180.57
## 42    48.171735  8879.3636  1704.97188         NA      4  36754266    331863.08
## 43    14.628112  3260.2272   653.52078         NA      4  25264115    268315.61
## 44   -43.633784 -8171.0675 -1344.17127         NA      4  29869038     50801.62
## 45  -131.960213 -7587.5981 -1347.88146         NA      4  13415068     76909.72
## 46    81.766808 11155.0741  2069.00279         NA      4  48141543    986179.95
## 47    35.941428 14529.8940  2821.84540         NA      4  40416017    158293.84
## 48     1.162028         NA          NA         NA      4 264322562 365493493.83
## 49    -7.998501 -6096.9352 -1185.70080         NA      4  13278118    537423.62
## 50   -21.810297 -3208.9149  -580.48084         NA      4  48930129    375165.04
## 51    10.276220 -1893.8139  -394.15708         NA      4  24396212    137658.19
## 52     7.905455  4868.1102   921.52809         NA      4 174405280    861689.29
## 53   274.399867  4221.5015   834.74241         NA      4  17854254    289872.68
## 54    45.188111  6787.8277  1298.48307         NA      4  21992128    125538.32
## 55   -61.355040 -7610.6373 -1511.69317         NA      4  15324508    467293.00
## 56   -31.250327 -4837.4645  -851.39914         NA      4  36757340    450867.16
## 57    -6.348176 -5315.1500 -1000.27333         NA      4  47691305    378294.18
## 58   -62.643841 -7864.0550 -1288.82711         NA      4  72781108    302547.69
## 59     4.101619  4338.0003   800.79181         NA      4  56292151     35552.86
## 60   488.219227  4988.0378   975.92941         NA      4   2443328    105115.93
## 61   -32.540697 -6498.1933 -1048.69635         NA      4  40931456    116285.21
## 62    10.200370  3067.7774   542.01835         NA      4  57865566   1178178.23
## 63   -21.820700 -6697.1092 -1252.35255         NA      4  31701357    363524.12
## 64   122.542673  4371.2015   851.37853         NA      4  21534459     95043.48
## 65    61.446172         NA          NA         NA      4   4148354   2949491.43
## 66    23.247924  7236.1099  1383.15040         NA      4  63177177   1637540.14
## 67    87.909405         NA          NA         NA      4  20556435   3864819.19
## 68     7.150624 -4238.7095  -844.17852         NA      4  13728066    118333.24
## 69     2.115135         NA          NA         NA      4  67041199  44851672.15
## 70   151.600314  3479.5683   593.61949         NA      4  22600633   6220967.92
## 71   -43.661769         NA          NA         NA      4  70520162   5088548.94
## 72    -5.012284 -1039.1365  -180.70475         NA      4  53341640  17652458.08
## 73    53.187849    90.9426    14.49219         NA      4  39082367   1200720.04
## 74   404.075452  6847.3815  1286.11669         NA      4  17600209     85915.04
## 75   -13.917710 -8734.7907 -1654.64357         NA      4  51300526    163669.58
## 76   -16.144480 -3791.8971  -693.41967         NA      4  23560418    230245.31
## 77    44.309148  4772.4339   889.46887         NA      4  29924065    378975.37
## 78   108.347311 18175.1179  3600.08375         NA      4  27879951     57686.30
## 79    30.122316  -831.7208  -143.43051         NA      4  21231595    267556.83
## 80    83.884744 -1603.3524  -300.74232         NA      4  14092801    342931.88
## 81   -22.498194 -3265.9712  -626.86692         NA      4  28163005     90245.92
## 82    60.106797  7336.9841  1466.96740         NA      4  54430165    109418.36
## 83    80.502987 10032.1969  1930.90257         NA      4  30613706    142295.74
## 84   -25.704413 -4376.4992  -808.38870         NA      4  22247184    548755.46
## 85   -61.845069 -9187.2788 -1639.36547         NA      4  37514194    567236.87
## 86   -12.637766 -3240.1925  -578.82070         NA      4  23430269    175213.41
## 87     2.156075  3713.3598   621.69114         NA      4 113900872   2701347.25
## 88   -77.628447 -6219.0757 -1083.50442         NA      4  39205660    204405.56
## 89     4.175012  3618.1602   623.90660         NA      4 202420784 106914890.40
## 90  -188.926294 -9362.5210 -1870.17017         NA      4  15909268    174911.46
## 91   173.633556 11081.3609  2164.50686         NA      4  19809334   1278306.94
## 92   -39.392885 -3800.9853  -779.20077         NA      4   4752042    127631.20
## 93    11.418495 10088.0839  1950.18155         NA      4  74094196   2621338.93
## 94     8.512272  5146.9329   926.95529         NA      4  59830414  13018813.33
## 95    -6.007321 -5828.4766  -952.20496         NA      4  26101949     75234.16
## 96   160.277817  6811.2478  1354.87258         NA      4  19128510    131402.55
## 97    -1.835258 -4138.7287  -751.11986         NA      4  36872637    129479.87
## 98    84.425278  7954.1711  1549.22281         NA      4  17309323    260594.36
## 99   -11.400715 -3990.1952  -737.88510         NA      4  30982004    258306.93
## 100  -43.146908 -5385.6333  -856.48143         NA      4  62277694    117273.92
##         npl_cnt   tsdf_cnt shape_length shape_area
## 1   0.000000000 0.10619469    16632.472   15255287
## 2   0.000000000 0.04166667    32339.270   43472594
## 3   0.000000000 0.00000000    47686.766   86083790
## 4   0.000000000 0.05263158    48568.005  109294568
## 5   0.045454545 0.09090909    50378.349   78033330
## 6   0.000000000 0.00000000    45198.050   61461012
## 7   0.028571429 0.02857143    44564.024  107704421
## 8   0.000000000 0.05000000    61154.495  147220913
## 9   0.000000000 0.06451613    50571.628  109751216
## 10  0.022222222 0.11111111    26881.791   44096242
## 11  0.019480519 0.16883117    19188.706   16829296
## 12  0.000000000 0.12068966    27128.920   34938538
## 13  0.010638298 0.12765957    15343.280   15120860
## 14  0.000000000 0.22580645    23384.365   30319498
## 15  0.000000000 0.00000000    73406.074  206828689
## 16  0.000000000 0.04166667    30488.246   71248256
## 17  0.000000000 0.00000000    48318.567   95389232
## 18  0.000000000 0.24210526    19163.296   17219368
## 19  0.000000000 0.05714286    41599.773   79732056
## 20  0.000000000 0.09523810    50631.563   86252274
## 21  0.000000000 0.00000000    37789.929   66391123
## 22  0.000000000 0.00000000    60531.914  122190903
## 23  0.012987013 0.10389610    22651.292   23713701
## 24  0.021276596 0.06382979    40543.603   77242900
## 25  0.015625000 0.04687500    28380.221   46878668
## 26  0.010256410 0.07692308    14382.874   13079212
## 27  0.000000000 0.00000000    64336.665  140467177
## 28  0.000000000 0.06250000    54538.082  189463000
## 29  0.000000000 0.11111111    20407.911   20734270
## 30  0.000000000 0.08000000    32458.768   42204499
## 31  0.000000000 0.02941176    48818.850   93187525
## 32  0.000000000 0.25490196    11840.642    7726971
## 33  0.000000000 0.04255319    28704.803   42671458
## 34  0.000000000 0.19341564    11063.320    6750868
## 35  0.000000000 0.13333333    40874.076   65509433
## 36  0.023121387 0.13872832    13072.568    8191518
## 37  0.000000000 0.00000000    64364.255  138657055
## 38  0.000000000 0.12500000    63864.260  147122814
## 39  0.062500000 0.21875000    36843.194   67132497
## 40  0.000000000 0.00000000    47917.445   80468939
## 41  0.000000000 0.25684932    11907.427    8948744
## 42  0.000000000 0.03921569    32279.681   57151700
## 43  0.000000000 0.03278689    29421.345   38483227
## 44  0.041666667 0.04166667    29469.504   45304974
## 45  0.013888889 0.15277778    21643.093   20319338
## 46  0.000000000 0.10526316    42400.040   75903271
## 47  0.000000000 0.00000000    31517.511   60633209
## 48  0.000000000 0.00000000   151760.736  950206957
## 49  0.017857143 0.12500000    19971.202   21050578
## 50  0.000000000 0.03846154    43113.570   74167011
## 51  0.000000000 0.09523810    29534.581   37114395
## 52  0.000000000 0.00000000    99962.269  261941044
## 53  0.000000000 0.21621622    22462.512   27419126
## 54  0.000000000 0.08510638    26119.300   33230534
## 55  0.000000000 0.16000000    22803.171   23870414
## 56  0.000000000 0.12903226    37512.136   56516678
## 57  0.000000000 0.00000000    42171.371   72066349
## 58  0.000000000 0.06250000    55825.639  111497894
## 59  0.000000000 0.00000000    48085.940   85902875
## 60  0.001801802 0.17837838     8468.602    3829650
## 61  0.000000000 0.07142857    44699.656   62867433
## 62  0.000000000 0.04545455    47457.842   88913635
## 63  0.052631579 0.05263158    31083.286   48260569
## 64  0.000000000 0.13846154    25404.856   33088916
## 65  0.008333333 0.24166667    12658.684   10397404
## 66  0.000000000 0.04545455    51636.378  100291031
## 67  0.020833333 0.08333333    23390.838   36225054
## 68  0.000000000 0.09333333    18513.247   21232346
## 69  0.000000000 0.07692308    57417.720  167753223
## 70  0.000000000 0.11538462    24384.921   44424126
## 71  0.000000000 0.03125000    51381.074  111633040
## 72  0.000000000 0.08333333    47811.228  109183126
## 73  0.038461538 0.03846154    31776.675   62288065
## 74  0.000000000 0.17708333    21208.881   26805215
## 75  0.000000000 0.00000000    47430.436   77398465
## 76  0.000000000 0.13953488    27449.779   36162186
## 77  0.024390244 0.02439024    26139.204   45271555
## 78  0.000000000 0.05681818    30367.812   41372113
## 79  0.000000000 0.15942029    27001.804   33248253
## 80  0.010638298 0.12765957    19003.383   21903895
## 81  0.000000000 0.09615385    28997.415   42619730
## 82  0.000000000 0.02222222    43645.134   81452028
## 83  0.000000000 0.11111111    28346.420   45765284
## 84  0.000000000 0.06521739    26219.210   34310976
## 85  0.000000000 0.06451613    39602.696   58901445
## 86  0.000000000 0.05084746    29707.953   36523192
## 87  0.000000000 0.08333333    64159.966  176258315
## 88  0.000000000 0.20000000    38617.028   59158429
## 89  0.000000000 0.00000000    99363.756  472064660
## 90  0.000000000 0.19417476    20752.713   24018825
## 91  0.000000000 0.06060606    23628.939   32586051
## 92  0.006593407 0.16263736    11247.369    7431963
## 93  0.000000000 0.00000000    55853.226  118641479
## 94  0.000000000 0.00000000    45613.673  111088118
## 95  0.000000000 0.06451613    35324.135   40313310
## 96  0.000000000 0.05333333    24325.845   29025849
## 97  0.000000000 0.07547170    36349.714   56948215
## 98  0.000000000 0.12727273    21296.158   26702991
## 99  0.035714286 0.03571429    32201.204   48024718
## 100 0.000000000 0.15384615    54798.255   95288563
##           county num_tested per_tested num_high_lead per_highlead_h
## 1       ALAMANCE      1,951       50.1            36           0.02
## 2      ALEXANDER        516       71.6             3           0.60
## 3      ALLEGHANY         75       38.9             1           1.30
## 4          ANSON        204       39.3             5           2.50
## 5           ASHE        259       62.4             0           0.00
## 6          AVERY        176       64.7             3           1.70
## 7       BEAUFORT        675       76.2             5           0.70
## 8         BERTIE        266       76.0             3           1.10
## 9         BLADEN        472       67.8             6           1.30
## 10     BRUNSWICK      1,191       59.7             3           0.30
## 11      BUNCOMBE      2,951       60.5            19           0.60
## 12         BURKE      1,359       75.9            16           1.20
## 13      CABARRUS      2,546       49.9            21           0.80
## 14      CALDWELL      1,069       68.5            10           0.90
## 15        CAMDEN        106       56.7             1           0.90
## 16      CARTERET        691       64.7             7           1.00
## 17       CASWELL        268       63.5             4           1.50
## 18       CATAWBA      2,180       65.2            12           0.60
## 19       CHATHAM        650       49.5             3           0.50
## 20      CHEROKEE        292       61.0             1           0.30
## 21        CHOWAN        177       63.9             1           0.60
## 22          CLAY         96       55.8             0           0.00
## 23     CLEVELAND      1,647       74.0            14           0.90
## 24      COLUMBUS        778       68.0            10           1.30
## 25        CRAVEN      2,087       76.6            16           0.80
## 26    CUMBERLAND      3,248       29.8            47           1.40
## 27     CURRITUCK        165       31.7             1           0.60
## 28          DARE        307       46.4             1           0.30
## 29      DAVIDSON      2,634       75.0            32           1.20
## 30         DAVIE        516       67.3             7           1.40
## 31        DUPLIN      1,001       73.6             5           0.50
## 32        DURHAM      4,558       54.7            23           0.50
## 33     EDGECOMBE        852       69.6             8           0.90
## 34       FORSYTH      5,519       63.4            62           1.10
## 35      FRANKLIN        856       60.5             4           0.50
## 36        GASTON      2,071       40.5            15           0.70
## 37         GATES        102       52.6             1           1.00
## 38        GRAHAM         85       54.5             0           0.00
## 39     GRANVILLE        694       58.4             1           0.10
## 40        GREENE        308       74.9             3           1.00
## 41      GUILFORD      8,773       71.1            74           0.80
## 42       HALIFAX        866       76.6            17           2.00
## 43       HARNETT      1,833       49.1            26           1.40
## 44       HAYWOOD        780       67.4             4           0.50
## 45     HENDERSON      1,231       57.7            13           1.10
## 46      HERTFORD        341       74.1             6           1.80
## 47          HOKE        835       48.4             8           1.00
## 48          HYDE         45       65.2             1           2.20
## 49       IREDELL      2,039       54.4            14           0.70
## 50       JACKSON        492       66.7             3           0.60
## 51      JOHNSTON      2,469       53.5            11           0.40
## 52         JONES        137       70.6             0           0.00
## 53           LEE      1,050       67.7            12           1.10
## 54        LENOIR        992       80.0            17           1.70
## 55       LINCOLN        644       38.7             6           0.90
## 56         MACON        405       61.3             5           1.20
## 57       MADISON        260       65.3             3           1.20
## 58        MARTIN        396       80.0             5           1.30
## 59      MCDOWELL        570       65.1             7           1.20
## 60   MECKLENBURG      9,800       33.3            72           0.70
## 61      MITCHELL         86       30.3             0           0.00
## 62    MONTGOMERY        484       88.3            10           2.10
## 63         MOORE      1,747       76.7            13           0.70
## 64          NASH      1,651       76.6            25           1.50
## 65   NEW HANOVER      3,026       68.6            34           1.10
## 66   NORTHAMPTON        257       69.3             3           1.20
## 67        ONSLOW      4,811       60.3            42           0.90
## 68        ORANGE      1,169       50.5             6           0.50
## 69       PAMLICO        162       99.4             1           0.60
## 70    PASQUOTANK        742       78.4            10           1.30
## 71        PENDER        877       68.5             4           0.50
## 72    PERQUIMANS        177       72.2             3           1.70
## 73        PERSON        340       40.3             7           2.10
## 74          PITT      2,587       62.5            12           0.50
## 75          POLK        132       42.6             1           0.80
## 76      RANDOLPH      2,208       71.3            24           1.10
## 77      RICHMOND        893       79.1            18           2.00
## 78       ROBESON      2,514       72.2            20           0.80
## 79    ROCKINGHAM      1,058       59.7            17           1.60
## 80         ROWAN      2,035       64.0            24           1.20
## 81    RUTHERFORD        432       32.2             2           0.50
## 82       SAMPSON      1,352       81.2            14           1.00
## 83      SCOTLAND        671       74.7            10           1.50
## 84        STANLY      1,098       78.0            16           1.50
## 85        STOKES        478       59.8             7           1.50
## 86         SURRY        801       53.6            20           2.50
## 87         SWAIN        198       67.6             3           1.50
## 88  TRANSYLVANIA        365       68.9             3           0.80
## 89       TYRRELL         38       52.8             2           5.30
## 90         UNION      1,648       34.1            10           0.60
## 91         VANCE        606       52.9             4           0.70
## 92          WAKE     12,820       50.7            98           0.80
## 93        WARREN        229       68.4             4           1.70
## 94    WASHINGTON        161       61.2             1           0.60
## 95       WATAUGA        581       77.3             6           1.00
## 96         WAYNE      2,082       64.1            12           0.60
## 97        WILKES        941       70.0             7           0.70
## 98        WILSON      1,488       77.7            21           1.40
## 99        YADKIN        424       56.2             4           0.90
## 100       YANCEY        171       48.4             2           1.20
##     num_tested_older  fips bf_acreage objectid           id acstotpop
## 1              2,120 37001    347.220 143210.0 370010210849 1421.0265
## 2                569 37003      0.000 143278.5 370030404211 1546.6250
## 3                 94 37005      0.000 143296.0 370059501911  997.5455
## 4                282 37007     20.120 143311.0 370079203792 1331.8947
## 5                306 37009      0.000 143331.5 370099705093 1217.5455
## 6                190 37011      5.710 143350.5 370119302633 1093.8125
## 7                741 37013    191.180 143376.0 370139305119 1349.8000
## 8                314 37015         NA 143403.5 370159602653  982.2000
## 9                516 37017         NA 143429.0 370179503874 1089.6129
## 10             1,345 37019    268.390 143489.5 370190311557 1409.5556
## 11             3,359 37021    756.890 143611.5 370210021244 1652.4286
## 12             1,453 37023    209.040 143717.5 370230207959 1546.7586
## 13             2,820 37025    172.830 143793.5 370250416577 2143.0638
## 14             1,208 37027    112.610 143871.5 370270307780 1319.0161
## 15               110 37029         NA 143905.5 370299501018 1741.1667
## 16               732 37031     18.843 143944.5 370319712691  957.2222
## 17               311 37033         NA 143989.5 370339303502 1263.6667
## 18             2,382 37035    171.218 144046.0 370350109627 1649.7789
## 19               732 37037    516.627 144111.0 370370204075 1994.0286
## 20               324 37039      0.000 144139.0 370399303768 1317.5238
## 21               190 37041     90.980 144156.5 370419301439 1014.6429
## 22               109 37043         NA 144167.0 370439501431 1544.7143
## 23             2,007 37045    187.670 144209.0 370459508295 1261.8052
## 24               950 37047         NA 144271.0 370479307747 1197.7234
## 25             2,335 37049     92.500 144326.5 370499606981 1610.6562
## 26             3,640 37051    258.110 144456.0 370510124581 1703.1077
## 27               177 37053      5.200 144561.0 370531689347 1719.7333
## 28               319 37055         NA 144584.5 370559716072 1116.9062
## 29             2,753 37057     37.950 144654.5 370570611163 1524.6667
## 30               544 37059     17.900 144721.0 370590803882 1679.6400
## 31             1,331 37061    140.220 144750.5 370610904745 1737.1176
## 32             5,104 37063    602.340 144844.0 370630079165 2002.9869
## 33             1,004 37065     47.680 144944.0 370650208556 1134.7234
## 34             5,922 37067   1176.624 145089.0 370670028099 1529.1070
## 35               951 37069     28.750 145225.5 370690604511 2163.4000
## 36             2,314 37071    435.010 145327.0 370710318228 1251.9364
## 37               115 37073         NA 145418.5 370739701902 1156.3000
## 38                96 37075     37.470 145427.5 370759202252 1069.6250
## 39               773 37077     32.980 145447.5 370779704545 1839.8125
## 40               364 37079         NA 145470.0 370799501855 1616.0000
## 41             9,349 37081    647.893 145622.5 370810172130 1793.0890
## 42               907 37083    357.970 145794.0 370839306181 1014.4510
## 43             2,204 37085     56.210 145850.0 370850708508 2137.0656
## 44               821 37087     40.430 145904.5 370879219090 1259.0208
## 45             1,428 37089    293.983 145964.5 370899317175 1578.1250
## 46               359 37091         NA 146010.0 370919502535 1271.2105
## 47               931 37093         NA 146032.0 370939706096 2129.5600
## 48                55 37095         NA 146047.5 370959434502  898.8333
## 49             2,225 37097    128.300 146106.5 370970610202 1540.4018
## 50               543 37099         NA 146175.5 370999493464 1625.2308
## 51             2,781 37101     75.030 146230.5 371010408370 2275.8571
## 52               151 37103         NA 146276.0 371039202145 1385.0000
## 53             1,189 37105     60.830 146298.0 371050304233 1625.0000
## 54             1,254 37107     56.240 146340.0 371070108067 1217.5957
## 55               774 37109     95.876 146388.5 371090706750 1628.8200
## 56               465 37111     15.290 146429.0 371119705425 1455.1290
## 57               287 37113      2.050 146458.5 371139704221 1228.9286
## 58               594 37115     31.570 146480.5 371150104565 1337.8125
## 59               626 37117    147.500 146499.0 371179703478 1097.8095
## 60            11,419 37119   9324.310 146787.0 371190095454 1899.6649
## 61               114 37121         NA 147071.5 371219502502 1074.2857
## 62               521 37123      3.550 147089.5 371239602824 1242.6364
## 63             1,914 37125     59.430 147129.0 371259506046 1677.7018
## 64             1,892 37127    382.280 147190.0 371270107872 1446.2000
## 65             3,429 37129   1594.160 147282.5 371290277119 1868.5917
## 66               277 37131      7.100 147353.5 371319202461  917.5455
## 67             5,526 37133         NA 147412.5 371330115437 2019.9167
## 68             1,283 37135    137.170 147498.0 371350112661 1905.8400
## 69               178 37137         NA 147542.0 371379532247  980.1538
## 70               800 37139         NA 147561.5 371399604432 1518.4231
## 71               999 37141    407.250 147590.5 371419224926 1844.3750
## 72               196 37143         NA 147612.5 371439201510 1121.5833
## 73               428 37145     25.690 147631.5 371459203659 1511.7308
## 74             2,814 37147     82.480 147692.5 371470010013 1847.6250
## 75               185 37149     50.980 147746.5 371499201939 1704.8333
## 76             2,429 37151    106.270 147795.5 371510309193 1662.3023
## 77             1,000 37153     10.000 147859.0 371539706076 1102.1707
## 78             2,813 37155    605.140 147923.5 371559610364 1516.3864
## 79             1,166 37157         NA 148002.0 371570408473 1322.7536
## 80             2,236 37159    734.120 148083.5 371590511557 1485.1596
## 81               659 37161    166.200 148156.5 371619606697 1279.4615
## 82             1,615 37163     36.910 148205.0 371639705205 1412.4667
## 83               736 37165   1183.260 148241.0 371650103414 1306.0000
## 84             1,183 37167     18.930 148277.5 371679307617 1328.5652
## 85               507 37169      6.240 148316.0 371690704139 1480.8065
## 86               887 37171    166.710 148361.0 371719306591 1222.0169
## 87               223 37173     20.500 148396.5 371739568841 1187.8333
## 88               402 37175   1293.630 148415.0 371759603526 1340.5200
## 89                46 37177         NA 148430.0 371779601002  823.8000
## 90             2,209 37179    259.295 148484.0 371790205833 2200.9126
## 91               714 37181     38.940 148552.0 371819605639 1347.9394
## 92            13,995 37183   1346.050 148796.0 371830572273 2300.1275
## 93               260 37185         NA 149031.0 371859502142 1335.5333
## 94               218 37187     24.000 149046.0 371879501670  810.4000
## 95               641 37189     38.880 149069.0 371899205460 1745.7097
## 96             2,475 37191     94.460 149122.0 371910008519 1653.3600
## 97               977 37193     28.350 149186.0 371939606553 1291.6981
## 98             1,560 37195     48.380 149240.0 371950008696 1478.8364
## 99               470 37197         NA 149281.5 371970503224 1345.1786
## 100              205 37199     79.670 149302.0 371999602314 1359.0000
##     acsipovbas acseducbas acstothh  acstothu   minorpop   minorpct lowincome
## 1    1381.9292   956.0265 566.8938  617.2478  503.21239 0.36638784  549.8673
## 2    1489.5000  1113.5833 571.7500  683.2917  203.08333 0.13480558  582.7917
## 3     986.3636   749.3636 431.4545  741.8182  129.54545 0.12637604  481.3636
## 4    1235.2105   952.2105 500.8421  610.2105  737.78947 0.55959010  581.5263
## 5    1202.3182   919.6364 536.5909  802.2273   90.27273 0.07734615  455.0455
## 6     889.4375   820.2500 411.6875  885.3750  137.68750 0.09512622  402.4375
## 7    1334.8857   963.2000 552.1429  740.8571  461.40000 0.38511595  572.0000
## 8     916.1000   726.7500 398.8000  492.0500  645.45000 0.59923326  458.7500
## 9    1073.8710   779.0000 450.5806  576.6774  493.93548 0.45789805  556.0645
## 10   1397.6333  1101.2000 602.5111  966.3111  257.18889 0.14800353  435.1333
## 11   1610.6039  1208.5195 695.4091  789.5519  270.78571 0.16561525  542.2013
## 12   1500.0000  1108.1724 597.7931  708.4828  283.50000 0.16181111  630.1552
## 13   2123.5319  1415.4787 769.1383  830.7766  710.84043 0.33755975  597.0532
## 14   1299.3710   947.6774 525.7097  612.0968  163.98387 0.13623437  536.4839
## 15   1741.1667  1209.8333 639.3333  704.6667  341.16667 0.16031274  497.8333
## 16    938.3194   721.5972 412.3611  693.2083  130.50000 0.12501450  283.9583
## 17   1212.7778   926.2222 506.1111  598.7778  490.72222 0.38997361  467.7222
## 18   1620.6842  1138.6105 643.1474  723.0842  398.57895 0.23764023  584.0211
## 19   1970.6571  1458.8857 815.0571  901.5714  567.68571 0.26847936  578.9429
## 20   1299.6667  1011.0000 566.4286  862.0952  115.09524 0.07971821  534.5714
## 21    991.0714   750.3571 427.4286  521.5000  407.85714 0.32891504  431.2143
## 22   1540.7143  1185.4286 723.1429 1044.1429   97.14286 0.05476915  673.8571
## 23   1237.1688   863.0909 478.9870  565.9610  340.15584 0.28879995  562.4156
## 24   1131.8723   837.7872 474.5957  558.5106  487.14894 0.39639378  544.1489
## 25   1527.4375  1054.0000 638.6094  732.9844  548.75000 0.37025334  535.5312
## 26   1622.6923  1050.3641 638.0410  747.8923  953.65128 0.56149506  676.5846
## 27   1707.4667  1218.5333 676.5333 1037.1333  220.26667 0.10272042  473.8667
## 28   1110.5312   832.8125 482.5312 1078.5938  138.96875 0.08847438  323.4688
## 29   1501.8148  1066.8796 606.2130  688.0648  297.37037 0.21677356  574.2407
## 30   1666.8400  1196.3200 639.9600  743.2800  257.16000 0.15259076  505.0400
## 31   1717.1176  1174.5882 640.6176  761.0588  838.00000 0.47423996  911.8824
## 32   1914.5490  1369.0000 806.8235  872.0850 1157.01307 0.55135742  634.9935
## 33   1117.7872   778.2979 454.7021  530.7447  722.08511 0.65018190  569.2553
## 34   1486.3169  1022.5185 603.6420  672.3539  657.32099 0.43480323  554.8148
## 35   2109.0667  1493.8000 824.9667  933.7333  788.60000 0.41599298  757.2000
## 36   1234.0000   862.4740 471.0636  530.5145  337.69364 0.29255741  468.1503
## 37   1149.0000   834.5000 447.7000  533.6000  427.50000 0.37502417  345.2000
## 38   1053.0000   755.2500 411.0000  752.1250  141.12500 0.13159889  507.2500
## 39   1752.8438  1293.0625 657.1875  752.1562  769.37500 0.44902076  585.7812
## 40   1433.4615  1149.3846 558.3846  639.6923  857.30769 0.50874970  696.4615
## 41   1734.3836  1194.0342 694.2842  776.5171  880.81849 0.50324802  636.1678
## 42    986.4902   713.5490 414.0392  508.2157  623.52941 0.61896109  514.8431
## 43   2078.4098  1372.9672 739.1148  839.8361  816.90164 0.38726791  826.8197
## 44   1242.8333   941.1458 548.6667  737.4583   89.58333 0.06974944  417.1250
## 45   1558.7500  1169.4306 670.5694  790.8194  264.83333 0.17175784  485.0972
## 46   1154.3158   880.5789 468.3684  559.5789  846.05263 0.67658559  552.7368
## 47   2062.1600  1364.0000 708.8800  828.3600 1270.96000 0.59910684  894.6000
## 48    793.5000   642.6667 294.8333  541.5000  369.16667 0.26815016  344.1667
## 49   1524.8839  1053.8482 582.5536  650.3036  365.90179 0.24765476  452.4196
## 50   1478.5385  1037.6538 640.0769 1041.2692  309.76923 0.17013023  603.6923
## 51   2252.4405  1505.4167 799.4524  877.2024  722.50000 0.33985099  790.8690
## 52   1379.2857  1038.7143 591.0000  708.2857  522.00000 0.35035799  711.2857
## 53   1598.8378  1087.7027 587.6757  661.1622  681.72973 0.43721250  654.8378
## 54   1190.5957   847.1277 491.9362  586.1702  615.59574 0.55905630  572.2128
## 55   1612.0200  1157.9400 640.4400  704.5400  243.36000 0.15357922  564.7800
## 56   1420.5484  1051.3226 579.3871  687.0000  182.16129 0.13220938  604.5806
## 57   1219.2857   924.0000 560.6786  912.7500  131.57143 0.10542701  453.8929
## 58   1271.0625   953.5000 528.2500  680.7500   79.06250 0.05580211  489.9375
## 59   1088.7619   788.9524 451.0000  552.7619  526.23810 0.52007524  463.4286
## 60   1872.1045  1269.1874 727.1099  785.2162 1001.04685 0.50884357  553.1171
## 61   1043.8571   795.4286 454.3571  629.4286   81.64286 0.07417470  367.3571
## 62   1193.0909   863.3182 473.2273  737.9545  456.45455 0.35259915  526.7727
## 63   1657.1228  1212.9123 683.5965  818.2105  382.59649 0.24504187  482.3333
## 64   1415.4923   994.6615 564.9231  659.6308  717.64615 0.51998861  506.5538
## 65   1811.1083  1272.2250 780.3000  910.3667  428.13333 0.23430134  627.8333
## 66    876.8182   683.1364 392.1818  530.4545  562.77273 0.58645946  420.3182
## 67   1806.2708  1074.7917 667.3438  817.7188  678.06250 0.33634818  716.0208
## 68   1757.1867  1185.9067 700.3867  766.6933  584.18667 0.30402591  507.9200
## 69    923.6154   764.9231 411.6923  593.9231  252.61538 0.25052233  365.2308
## 70   1424.8077  1031.3077 568.4615  658.0000  685.80769 0.46773913  537.5769
## 71   1804.7500  1299.9375 680.1875  893.7812  465.06250 0.24093321  569.4688
## 72   1107.8333   842.8333 493.2500  594.6667  312.91667 0.24381010  423.6667
## 73   1489.3077  1074.0000 605.5385  708.7692  508.34615 0.35292864  557.1154
## 74   1776.1458  1113.4271 720.5104  818.3646  837.21875 0.45184130  775.5521
## 75   1679.0833  1316.9167 753.9167  972.8333  242.91667 0.13838409  547.0000
## 76   1641.6395  1146.8605 651.6395  722.6395  343.16279 0.20997913  655.4651
## 77   1064.3415   745.6098 452.3415  521.4634  470.43902 0.41900496  522.1220
## 78   1475.2386   973.3864 522.3750  603.0114 1129.88636 0.73012599  808.3068
## 79   1301.7246   948.7536 539.1449  637.3478  363.60870 0.26714038  528.5652
## 80   1440.2979  1019.7447 556.3936  652.4362  410.07447 0.28923702  552.0213
## 81   1255.8846   912.0000 506.6346  659.1346  211.90385 0.17218671  530.8269
## 82   1392.7556   944.8222 523.0444  613.5556  688.71111 0.50048924  668.5778
## 83   1208.3333   876.8148 485.6667  566.4815  736.51852 0.57434103  626.5185
## 84   1286.3261   927.2826 515.5870  600.8261  254.45652 0.20703864  472.6522
## 85   1462.8710  1083.9355 622.6452  715.6774  129.74194 0.09390145  493.3226
## 86   1204.6780   858.9322 491.2712  576.7797  192.89831 0.15398007  512.8475
## 87   1171.7500   821.4167 453.5833  745.9167  448.83333 0.29115646  559.7500
## 88   1298.7600  1014.6000 564.9200  782.4000  129.96000 0.08474291  501.1600
## 89    685.0000   660.8000 326.2000  445.8000  384.40000 0.38438057  352.2000
## 90   2173.0485  1398.4078 729.7573  773.2427  603.22330 0.27861942  518.3592
## 91   1324.2424   907.1212 510.7273  609.6061  808.51515 0.66034214  661.1212
## 92   2251.0352  1527.2132 858.2374  926.2110  912.88132 0.37327769  527.2527
## 93   1271.8667   961.1333 518.6667  796.5333  823.80000 0.57548578  581.4667
## 94    797.0000   559.0667 338.2000  430.5333  450.13333 0.49759896  385.0000
## 95   1560.2903   999.4839 656.6129 1081.2903  141.67742 0.08092238  685.9032
## 96   1608.5867  1094.7333 642.0400  720.9867  764.82667 0.48479155  722.3067
## 97   1271.4906   925.7925 535.0000  631.6981  160.75472 0.12670923  549.6226
## 98   1450.4364  1004.5818 584.1455  654.6364  780.90909 0.57064458  632.2545
## 99   1332.5000   951.1786 551.7143  621.4643  209.21429 0.15066664  556.3214
## 100  1346.8462  1009.1538 569.3846  862.3846  100.53846 0.07497696  610.1538
##     lowincpct    lesshs  lesshspct    under5  under5pct   over64 over64pct
## 1   0.4174402 138.30973 0.16106337  82.71681 0.05534797 232.8053 0.1771052
## 2   0.3879962 205.16667 0.19521105  75.91667 0.05013226 295.3750 0.1978350
## 3   0.4884076 175.09091 0.23365562  40.09091 0.04003484 254.7273 0.2567598
## 4   0.4721476 185.36842 0.19164984  62.94737 0.04794065 228.5789 0.1856193
## 5   0.3879327 144.86364 0.16137970  53.36364 0.04277098 292.1364 0.2449194
## 6   0.4580288 145.31250 0.15824990  40.18750 0.03719168 231.2500 0.2414349
## 7   0.4676535 119.65714 0.13187570  65.48571 0.04784239 308.8000 0.2338142
## 8   0.4699756 154.75000 0.18105236  42.20000 0.04088192 206.2500 0.2105177
## 9   0.5282522 154.77419 0.19129775  57.90323 0.05804781 217.8065 0.2077864
## 10  0.2979744 105.81111 0.09390192  58.94444 0.03692417 413.1333 0.3172753
## 11  0.3552642 109.04545 0.09264570  83.55844 0.05113294 313.5844 0.1882356
## 12  0.4088125 211.34483 0.19905904  73.68966 0.04662198 296.4828 0.2045420
## 13  0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255 0.1423851
## 14  0.4369692 192.14516 0.20592006  66.72581 0.05082282 249.4516 0.1942544
## 15  0.2440306 173.66667 0.12930086  82.00000 0.03515260 297.0000 0.1499563
## 16  0.2754435  63.93056 0.08136868  41.16667 0.03641695 225.5139 0.2491433
## 17  0.3974021 190.22222 0.20542034  58.77778 0.04116708 255.0000 0.2043939
## 18  0.3637524 168.67368 0.15466219  93.47368 0.05579495 281.4632 0.1737724
## 19  0.3080175 172.17143 0.13077810  98.65714 0.04966536 465.8857 0.2216028
## 20  0.4130994 138.66667 0.14873041  53.76190 0.03644420 372.2381 0.2927199
## 21  0.3595807 120.14286 0.13844495  47.42857 0.03680705 237.2857 0.2037117
## 22  0.4301222 136.85714 0.12365401  57.28571 0.04092866 453.1429 0.2840903
## 23  0.4598837 138.31169 0.16966641  69.98701 0.05510341 226.2078 0.1892872
## 24  0.4751125 154.51064 0.17251402  59.97872 0.04705761 229.6170 0.2052754
## 25  0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344 0.1856566
## 26  0.4321061  97.44103 0.10091263 130.36923 0.07146213 191.2821 0.1234708
## 27  0.2669347 132.00000 0.09136921  93.33333 0.04177162 266.4000 0.1572178
## 28  0.2152911  56.03125 0.05064283  52.40625 0.03357815 224.4062 0.1591291
## 29  0.4134189 176.68519 0.18121879  83.22222 0.05200953 267.2130 0.1801980
## 30  0.2957047 159.16000 0.13818610  79.24000 0.04207496 332.5200 0.2021550
## 31  0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529 0.1803315
## 32  0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961 0.1355834
## 33  0.5205601 158.25532 0.20412254  66.85106 0.05850100 208.2766 0.1971776
## 34  0.3857062 114.95885 0.12358054  93.57613 0.05999410 232.6420 0.1587560
## 35  0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333 0.1769237
## 36  0.4083612 131.69364 0.16806135  74.67052 0.05784186 195.1272 0.1653679
## 37  0.3064562 114.50000 0.13856905  47.60000 0.03636652 221.3000 0.2040917
## 38  0.5102192 143.87500 0.20654299  44.62500 0.04369245 248.7500 0.2319127
## 39  0.3574983 203.81250 0.17857174  90.59375 0.04478424 297.4688 0.1792519
## 40  0.4430114 297.69231 0.25728639  82.15385 0.04960535 245.7692 0.1483293
## 41  0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836 0.1476139
## 42  0.5291127 160.84314 0.23226848  53.37255 0.04872362 198.0980 0.2124153
## 43  0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885 0.1390586
## 44  0.3501710 112.14583 0.12502418  59.64583 0.04432084 303.0833 0.2356631
## 45  0.3301508 118.69444 0.10951766  76.79167 0.04756194 395.8889 0.2535953
## 46  0.4943198 183.00000 0.21197049  58.42105 0.04714758 238.5263 0.1945493
## 47  0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600 0.1116875
## 48  0.3094445 118.16667 0.12494005  46.66667 0.03172541 147.8333 0.1205571
## 49  0.3213845 116.20536 0.12328063  85.83036 0.05558499 234.3661 0.1568829
## 50  0.4158219 120.80769 0.11329549  75.00000 0.04741464 306.7692 0.2006694
## 51  0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571 0.1462530
## 52  0.5212350 191.00000 0.18566867  61.85714 0.04480687 293.2857 0.2049262
## 53  0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027 0.1586252
## 54  0.5143607 165.95745 0.21593098  69.74468 0.05918334 233.1064 0.1924665
## 55  0.3792087 167.14000 0.15292776  82.28000 0.05396395 275.2200 0.1702729
## 56  0.4300900 170.41935 0.16820049  63.61290 0.03928795 283.7097 0.2056833
## 57  0.3840277 104.92857 0.11932434  60.10714 0.04991263 344.7500 0.2819852
## 58  0.3966755 139.31250 0.15180438  59.75000 0.04371874 280.3750 0.2184594
## 59  0.4439387 131.76190 0.16717262  58.71429 0.05121487 239.5238 0.2352747
## 60  0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928 0.1133439
## 61  0.3517350 122.92857 0.17358753  47.78571 0.03800812 257.7857 0.2524531
## 62  0.4545660 178.77273 0.20578410  68.77273 0.04861627 238.9545 0.2055715
## 63  0.3225237 116.36842 0.11253872  94.08772 0.05588676 398.2105 0.2316239
## 64  0.3901742 145.21538 0.16136440  81.32308 0.05293687 250.6769 0.1859334
## 65  0.3617816  89.73333 0.07403077  94.28333 0.04764066 311.8917 0.1643263
## 66  0.4662727 140.36364 0.19343314  42.09091 0.04624607 222.7727 0.2596166
## 67  0.3990539  94.21875 0.09443355 182.72917 0.08478579 174.9688 0.1040546
## 68  0.3056277  86.37333 0.07371168  87.90667 0.04260098 244.8533 0.1307914
## 69  0.3808610  91.69231 0.11334706  35.61538 0.03404130 275.6154 0.2586799
## 70  0.4061748 139.42308 0.14148143  95.61538 0.07014012 244.8846 0.1725477
## 71  0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938 0.1809942
## 72  0.3265051 113.41667 0.11926838  51.00000 0.04028613 298.5833 0.1937675
## 73  0.3897150 146.65385 0.15027934  79.19231 0.05030882 277.9615 0.2040040
## 74  0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312 0.1349315
## 75  0.3180246 119.41667 0.08926729  56.50000 0.03136032 501.3333 0.3053656
## 76  0.4104823 213.19767 0.19328012  94.16279 0.05679491 281.5465 0.1738452
## 77  0.5046213 147.19512 0.19642232  67.78049 0.06309203 187.6098 0.1703379
## 78  0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977 0.1465583
## 79  0.4101226 165.13043 0.17479987  68.18841 0.04927362 256.6377 0.2021050
## 80  0.3882254 150.19149 0.15112388  83.77660 0.05400757 249.5319 0.1753235
## 81  0.4278625 158.55769 0.17539240  65.25000 0.04654670 264.5192 0.2189072
## 82  0.4881783 210.93333 0.21708758  90.91111 0.06240875 241.4667 0.1768444
## 83  0.5494986 176.70370 0.19973572  81.55556 0.06262461 220.7407 0.1778456
## 84  0.3902536 138.23913 0.15191692  74.76087 0.05447396 244.3913 0.1884201
## 85  0.3482443 178.35484 0.17394059  66.16129 0.04351066 293.4839 0.2079573
## 86  0.4217325 186.35593 0.21400064  62.88136 0.05045109 240.4915 0.2018956
## 87  0.4205642 178.41667 0.20406917  74.83333 0.04973617 227.5833 0.1929271
## 88  0.3971499 116.00000 0.11777856  56.40000 0.04337018 389.0000 0.2880976
## 89  0.4084500 161.80000 0.20181076  23.40000 0.02435449 175.2000 0.1794784
## 90  0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476 0.1287587
## 91  0.5370607 181.75758 0.21836497  83.75758 0.07088052 234.7273 0.1739225
## 92  0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242 0.1242591
## 93  0.4378546 187.53333 0.18868625  57.13333 0.04445049 315.7333 0.2488037
## 94  0.4404899 112.20000 0.18006760  42.40000 0.04705728 184.9333 0.2228574
## 95  0.4140439 104.61290 0.09945259  57.67742 0.03805517 264.5161 0.1773820
## 96  0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267 0.1637939
## 97  0.4335968 198.52830 0.21727845  64.24528 0.04622024 264.2830 0.2089182
## 98  0.4934099 197.81818 0.22799302  87.72727 0.05433693 251.0727 0.1758329
## 99  0.4282694 180.42857 0.18439632  70.71429 0.05350090 257.4286 0.1938092
## 100 0.4525804 159.69231 0.15618317  63.53846 0.04504534 336.8462 0.2496380
##       pre1960 pre1960pct  vuleopct     vuleo      dispeo      dslpm   cancer
## 1   149.39823 0.26917124 0.3919140  535.9212   32.591983 0.31652977 34.59308
## 2    98.83333 0.15204557 0.2614009  405.8671 -141.949213 0.17280304 30.84475
## 3   111.36364 0.14555685 0.3073918  308.8310  -44.500683 0.09937925 21.84325
## 4   162.52632 0.27776011 0.5158688  670.7667  199.008126 0.17955891 35.18457
## 5   138.45455 0.18089747 0.2326394  276.5605 -154.695441 0.09294807 20.98061
## 6   132.43750 0.20044189 0.2765775  300.3192  -87.110398 0.09034049 20.49582
## 7   140.51429 0.21691664 0.4263847  519.7859   41.685262 0.15565777 26.63451
## 8   114.80000 0.23759821 0.5346044  572.3331  224.436740 0.13397961 26.28007
## 9    86.12903 0.16127426 0.4930751  530.2882  144.346120 0.14271858 29.93067
## 10   32.61111 0.04079631 0.2229890  348.2231 -151.043062         NA       NA
## 11  182.86364 0.25920849 0.2604397  414.2111 -171.080960 0.25221749 27.28900
## 12  157.81034 0.22869348 0.2853118  468.8633  -79.000322 0.22037398 32.32983
## 13  148.53191 0.24402483 0.3324521  657.2000 -101.875670 0.43115183 38.02914
## 14  141.27419 0.25445192 0.2866018  354.1364 -113.060554 0.20561481 31.33500
## 15  118.00000 0.15064087 0.2021717  419.5000 -197.223193 0.15473071 23.80679
## 16   88.25000 0.14579878 0.2002290  209.5189 -129.530331         NA       NA
## 17  143.33333 0.22032932 0.3936879  495.2352   47.643057 0.17573368 30.89038
## 18  132.84211 0.20538870 0.3006963  497.5845  -86.769046 0.27514719 35.77856
## 19  110.14286 0.14734296 0.2882484  576.4735 -129.813681 0.21132811 33.67628
## 20   98.76190 0.12519774 0.2464088  329.2558 -137.412566 0.11272115 25.91320
## 21  135.00000 0.20327347 0.3442479  424.2037   64.816078 0.14649305 24.60909
## 22  128.42857 0.12577411 0.2424457  386.4494 -160.690102 0.09703504 24.81827
## 23  116.22078 0.21392041 0.3743418  454.6878    7.754956 0.27300703 36.16066
## 24  116.02128 0.21920903 0.4357531  530.8153  106.580370 0.14971195 30.14047
## 25  107.82812 0.19839682 0.3746689  547.6264  -22.869893 0.15709208 28.68126
## 26   75.18462 0.12772951 0.4968006  828.0457  224.803074         NA       NA
## 27   72.06667 0.07546156 0.1848275  349.8125 -259.318962         NA       NA
## 28   87.46875 0.06585532 0.1518827  232.1986 -163.410813         NA       NA
## 29  125.62963 0.20380424 0.3150962  442.1939  -97.844722 0.30975191 35.46591
## 30  133.28000 0.19491758 0.2241477  382.7131 -212.217265 0.26214080 33.62059
## 31  148.17647 0.19559573 0.4947542  880.0032  264.714198 0.15359399 29.10694
## 32  142.73203 0.21464011 0.4489100  915.7598  206.299586 0.42433954 39.47396
## 33  141.44681 0.28564615 0.5853710  649.2844  247.364121 0.21027140 29.79396
## 34  138.97119 0.23743353 0.4102547  611.1772   69.565758 0.32319878 35.65933
## 35  122.73333 0.14287362 0.4043219  783.4805   17.201756 0.19755063 32.25461
## 36  118.75723 0.25656432 0.3504593  407.1872  -36.250065 0.37583540 39.66390
## 37  121.70000 0.24954233 0.3407402  387.6701  -21.892642 0.15082953 26.09084
## 38   98.62500 0.15145431 0.3209090  328.2875  -50.574856 0.08549048 22.75260
## 39  123.90625 0.22249930 0.4032595  696.1428   44.479119 0.22703138 34.50889
## 40  117.38462 0.17642192 0.4758806  804.7418  232.352740 0.15781048 28.32582
## 41  144.51712 0.25187886 0.4575694  772.4190  137.304832         NA       NA
## 42  141.98039 0.32554635 0.5740369  577.5869  218.267264 0.22280477 31.13998
## 43  119.26230 0.16789414 0.3976172  834.1685   77.217501 0.21282488 34.21505
## 44  170.29167 0.27994441 0.2099602  256.1733 -189.773316 0.13080635 22.33353
## 45  111.01389 0.14655408 0.2509543  379.2198 -179.753889         NA       NA
## 46  124.47368 0.24906385 0.5854527  730.2465  279.982308 0.15574047 27.98550
## 47   64.80000 0.10680578 0.5255530 1096.9498  342.657287         NA       NA
## 48   72.33333 0.08205631 0.2887973  385.0393   66.671538         NA       NA
## 49   96.66964 0.17699338 0.2845196  412.0953 -133.516704 0.33445751 35.22766
## 50  121.57692 0.12965477 0.2929761  494.0606  -81.597925 0.10358560 22.44427
## 51  115.14286 0.17331659 0.3764352  761.6580  -44.453147 0.26336824 32.23070
## 52  154.00000 0.22027435 0.4357965  618.1292  127.560687 0.12913767 28.38102
## 53  113.48649 0.19075968 0.4317508  675.1211   99.544223 0.23751193 34.57777
## 54  163.97872 0.31277669 0.5367085  600.3022  169.028421 0.19174867 28.79850
## 55  100.84000 0.17838677 0.2663940  407.8475 -169.082360 0.27066314 35.37423
## 56  145.67742 0.21931611 0.2811497  401.6876 -113.720770 0.18049430 27.73757
## 57  146.17857 0.17015179 0.2447273  294.2633 -141.024552 0.10728014 24.04552
## 58  153.93750 0.23739674 0.2262388  294.0973 -179.757404 0.12293083 23.88297
## 59  161.95238 0.29790155 0.4820070  496.8406  107.995216 0.15708419 26.69859
## 60   85.37117 0.13903627 0.4058329  780.2090  107.345544         NA       NA
## 61  167.78571 0.28102585 0.2129549  229.5586 -150.954604 0.11498830 22.19441
## 62  155.72727 0.24909687 0.4035826  513.8405   73.697335 0.16986314 34.81807
## 63  110.12281 0.16990685 0.2837828  435.6780 -158.565803 0.18304542 35.46156
## 64  125.01538 0.21611892 0.4550814  617.7099  105.464282 0.25970971 31.13754
## 65  132.41667 0.19807151 0.2980415  543.1824 -118.674851         NA       NA
## 66  140.77273 0.29890600 0.5263661  504.4648  179.469161 0.16710775 29.46246
## 67   67.39583 0.11383226 0.3677010  726.9245   11.467733         NA       NA
## 68   98.25333 0.14245257 0.3048268  576.5700  -98.480650 0.34352809 36.04644
## 69   96.30769 0.16168913 0.3156917  322.7673  -24.404257         NA       NA
## 70  160.92308 0.31534397 0.4369570  624.2673   86.440134 0.20981541 24.66018
## 71   87.90625 0.11462612 0.2749736  523.4460 -129.833675         NA       NA
## 72   96.50000 0.14325266 0.2851576  371.1532  -26.112882 0.14477123 23.80005
## 73  150.92308 0.23806169 0.3713218  537.5622    2.105488 0.19609886 31.66348
## 74   89.69792 0.16668811 0.4554483  821.9861  167.555219 0.24078693 29.04834
## 75  223.66667 0.22659512 0.2282044  398.8702 -204.983705 0.19421313 30.18075
## 76  126.93023 0.18688962 0.3102307  504.3061  -84.483258 0.26155204 34.46271
## 77  122.90244 0.26032744 0.4618131  504.4140  114.023843 0.20145933 35.34499
## 78  109.00000 0.20357671 0.6431741  980.2410  443.135290 0.22040500 32.47018
## 79  196.75362 0.31364523 0.3386315  450.2984  -18.222421 0.21340966 31.89096
## 80  175.23404 0.29282884 0.3387312  490.9233  -35.121845 0.35304974 36.59263
## 81  163.69231 0.26517778 0.3000246  377.0244  -76.162290 0.21621754 34.06881
## 82  120.44444 0.20907603 0.4943338  683.7422  183.444967 0.16318634 30.51232
## 83  121.22222 0.24794633 0.5619198  702.2288  239.642104 0.19567271 35.15641
## 84  185.00000 0.34485209 0.2986461  371.7971  -98.782171 0.25156630 38.86160
## 85  115.22581 0.16485219 0.2210729  314.8444 -209.658893 0.17646868 29.92433
## 86  137.57627 0.23097666 0.2878563  357.2810  -75.558754 0.18749997 28.03075
## 87  107.25000 0.14826737 0.3558603  508.1537   87.421784         NA       NA
## 88  145.44000 0.22364280 0.2409464  323.8429 -150.970825 0.10196269 24.20718
## 89  127.80000 0.23118452 0.3964153  384.6713   92.880395 0.12935258 23.23082
## 90   67.33981 0.10678785 0.2727480  566.8866 -212.679081 0.33612482 36.75110
## 91  133.51515 0.26420751 0.5987014  740.7816  263.339938 0.23126831 33.08215
## 92   65.79341 0.10077470 0.3123999  727.1955  -87.512275 0.42932467 36.51520
## 93  144.33333 0.20662887 0.5066702  716.6377  243.590316 0.16923835 30.93600
## 94   97.13333 0.20507851 0.4690444  418.3383  131.293687 0.13331156 24.87767
## 95  135.35484 0.14139952 0.2474831  482.2409 -136.091413 0.12426784 21.94132
## 96  123.17333 0.20809333 0.4752131  752.3040  166.682069 0.20878279 31.65313
## 97  122.67925 0.21392598 0.2801530  359.9629  -97.558045 0.15159615 27.88877
## 98  146.32727 0.27139031 0.5320272  715.1185  191.312987 0.25919652 31.51647
## 99  145.67857 0.24983535 0.2894680  385.4222  -91.041604 0.20863734 30.39726
## 100 170.30769 0.21326206 0.2637787  358.0441 -123.315183 0.09633023 21.61371
##          resp    ptraf       pwdis        pnpl       prmp      ptsdf    ozone
## 1   0.4576592       NA          NA 0.018487268 0.46651075 1.08713271 43.45316
## 2   0.3938572       NA          NA 0.037912568 0.09692420 0.12815287 43.16748
## 3   0.2680125       NA          NA 0.049249745 0.04654865 0.04657801 42.31874
## 4   0.4911926       NA          NA 0.045261657 0.05523394 0.23587285 42.09358
## 5   0.2573567       NA          NA 0.070518297 0.02690828 0.22496000 42.85610
## 6   0.2441193       NA          NA 0.016394080 0.02883423 0.05077100 42.75757
## 7   0.3599771       NA          NA 0.156930039 0.21707499 0.27701601 39.17018
## 8   0.3434102       NA          NA 0.016108952 0.17717621 0.05320158 39.68727
## 9   0.4174150       NA          NA 0.025594423 0.18182049 0.16304169 39.02552
## 10         NA       NA          NA 0.069348304 0.14680634 0.36927853 37.20899
## 11  0.3505627       NA          NA 0.170159994 0.23896088 1.47101235 43.01987
## 12  0.4271602       NA          NA 0.018509797 0.60736785 0.60848659 42.68886
## 13  0.5219152       NA          NA 0.215837087 0.40999325 0.67363869 46.20573
## 14  0.4103644       NA          NA 0.020028869 0.79875696 1.46360828 42.81260
## 15  0.3058080       NA          NA 0.016490846 0.14004003 0.09201705 40.84772
## 16         NA       NA          NA 0.042450175 0.04642283 0.29240034       NA
## 17  0.4054905       NA          NA 0.038654448 0.09087409 0.11376247 42.59759
## 18  0.4574717       NA          NA 0.043979867 0.71651389 1.54476147 44.06155
## 19  0.4570581       NA          NA 0.030940689 0.39990107 0.14415137 42.77030
## 20  0.3310356       NA          NA 0.011506724 0.11398211 0.15278969 39.93143
## 21  0.3230565       NA          NA 0.012155968 0.04779760 0.06446356 39.48394
## 22  0.3090753       NA          NA 0.012503830 0.05276495 0.07688091 38.52373
## 23  0.4749268       NA          NA 0.106017820 0.39733422 0.61789945 43.77920
## 24  0.4188799       NA          NA 0.038614054 0.06998162 0.31620173 37.60878
## 25  0.4230975       NA          NA 0.106926145 0.42529881 0.37592439 38.15876
## 26         NA       NA          NA 0.172371297 0.38488849 0.95848908 42.57637
## 27         NA       NA          NA 0.016751439 0.09288359 0.04610997       NA
## 28         NA       NA          NA 0.007005027 0.16419952 0.21525972       NA
## 29  0.4711024       NA          NA 0.027097171 0.47450556 0.85883220 45.75724
## 30  0.4463013       NA 0.001438777 0.039966488 0.19717246 0.32604591 45.29172
## 31  0.3960308       NA          NA 0.018890780 0.19092452 0.11223393 38.91913
## 32  0.4954464       NA          NA 0.072952634 0.48767075 2.53619109 43.33128
## 33  0.3903928       NA          NA 0.015702364 0.60229497 0.44352947 41.06751
## 34  0.4513286       NA          NA 0.027115581 0.45475852 2.80220190 45.62033
## 35  0.4315558       NA          NA 0.029152717 0.14192604 0.26961895 42.36211
## 36  0.5181158       NA          NA 0.333406657 1.08978188 1.69676397 44.64218
## 37  0.3409217       NA          NA 0.022082794 0.05798133 0.07133688 39.87465
## 38  0.2944589       NA          NA 0.015646146 0.05651647 0.07363816 41.10496
## 39  0.4544088       NA          NA 0.309771440 0.23518987 0.82028443 42.89987
## 40  0.3730194       NA          NA 0.018346811 0.06687062 0.09456515 40.92197
## 41         NA       NA          NA 0.014239096 0.68341145 3.47950235 45.49677
## 42  0.4217635       NA          NA 0.012602661 0.48075172 0.39617224 40.64639
## 43  0.4802159       NA          NA 0.031884113 0.26290582 0.17011664 42.33418
## 44  0.2847963       NA          NA 0.263121311 0.56991820 0.23949379 43.09712
## 45         NA       NA          NA 0.159313674 0.19636730 0.85179504 42.23842
## 46  0.3665439       NA          NA 0.014607220 0.08537003 0.24381093 39.84965
## 47         NA       NA          NA 0.075163949 0.69033708 0.12642215 42.44037
## 48         NA       NA          NA 0.008852141 0.01458916 0.01079700       NA
## 49  0.4816882       NA          NA 0.167157907 0.65273912 0.78886206 45.18093
## 50  0.2850856       NA          NA 0.061130664 0.13627221 0.16023591 40.21792
## 51  0.4457265       NA          NA 0.025035707 0.41393380 0.23723157 41.76211
## 52  0.4164428       NA          NA 0.030255525 0.07672506 0.06736424 38.41021
## 53  0.5685818 129.5365          NA 0.024198807 0.32997824 0.98595583 42.39778
## 54  0.3973143       NA          NA 0.018016999 0.40917782 0.24472760 40.11526
## 55  0.4688820       NA          NA 0.040408049 0.53119444 0.71207911 44.62358
## 56  0.3567475       NA          NA 0.027711393 0.22703076 0.40135613 42.49923
## 57  0.3083235       NA          NA 0.023084511 0.26052792 0.04351834 37.77120
## 58  0.3029172       NA          NA 0.033400503 0.11140618 0.27539939 43.80217
## 59  0.3526753       NA          NA 0.031709454 0.17037817 0.03827832 40.02853
## 60         NA       NA          NA 0.067862546 0.66508485 2.90562508 45.63926
## 61  0.2720081       NA          NA 0.020664862 0.04479133 0.20259426 42.99487
## 62  0.4974464       NA          NA 0.024453482 0.29464461 0.13744873 42.48438
## 63  0.4806656       NA          NA 0.227353908 0.17509230 0.20682394 42.23749
## 64  0.4141487       NA          NA 0.014516391 0.47430853 0.76606257 41.45326
## 65         NA       NA          NA 0.128909967 0.46380382 2.50534509       NA
## 66  0.3895834       NA          NA 0.012196882 0.22838202 0.14664309 40.25518
## 67         NA       NA          NA 0.286745662 0.19709319 0.63343122       NA
## 68  0.4767221       NA          NA 0.040670809 0.14261019 1.70097135 43.06996
## 69         NA       NA          NA 0.039207659 0.15626147 0.12481899       NA
## 70  0.3213893       NA          NA 0.017189212 0.65990225 0.72070612 40.29246
## 71         NA       NA          NA 0.036057435 0.09209085 0.12745439       NA
## 72  0.3060401       NA          NA 0.012246907 0.22487321 0.07536073 39.66935
## 73  0.4144187       NA          NA 0.185567328 0.29293685 0.28197182 42.80025
## 74  0.3926509       NA          NA 0.036455741 0.27846276 1.40174886 40.68700
## 75  0.3892443       NA          NA 0.054191449 0.06769332 0.06543010 42.61664
## 76  0.4531987       NA          NA 0.015957430 0.33723267 0.95011376 44.24613
## 77  0.4992846 138.3595          NA 0.109754706 0.41265198 0.31866491 41.82070
## 78  0.4575729       NA          NA 0.024348766 0.54838042 0.31598072 40.78964
## 79  0.4139661       NA          NA 0.021662653 0.54577698 0.72282342 43.40692
## 80  0.4923564       NA          NA 0.121167003 0.52435863 0.84194379 45.84296
## 81  0.4507877       NA          NA 0.030520071 0.44827288 0.52553177 43.01237
## 82  0.4137775       NA          NA 0.024504754 0.34267322 0.24234168 40.44053
## 83  0.4991327       NA          NA 0.030816195 0.30240859 0.28337228 41.85259
## 84  0.4982897       NA          NA 0.031207508 0.30997159 0.19452894 43.96000
## 85  0.3784246       NA          NA 0.024554835 0.09221757 0.32579919 43.85664
## 86  0.3634573       NA          NA 0.032553165 0.42729318 0.17932866 42.81762
## 87         NA       NA          NA 0.028924486 0.04305214 0.20126995 40.71103
## 88  0.2988564       NA          NA 0.036143224 0.20702273 0.76833204 41.13817
## 89  0.2950123       NA          NA 0.009602298 0.13897133 0.03473965 38.95505
## 90  0.5062466       NA          NA 0.050049336 0.34594334 1.01051814 43.77941
## 91  0.4339669       NA          NA 0.053054379 0.35135000 0.60129843 42.10568
## 92  0.4943147       NA          NA 0.127167325 0.22285693 2.04847960 43.24921
## 93  0.4110591       NA          NA 0.023064707 0.04557286 0.04271949 41.31524
## 94  0.3325719       NA          NA 0.018353096 0.30255465 0.05122357 39.13543
## 95  0.2672414       NA          NA 0.025480489 0.02745375 0.43563828 42.88532
## 96  0.4197343       NA          NA 0.013158771 0.18919366 0.54042891 41.01689
## 97  0.3647305       NA          NA 0.036488529 0.68584650 0.32942549 42.38774
## 98  0.4133079 201.7222          NA 0.014350935 0.95566333 0.60423848 41.58397
## 99  0.4044873       NA          NA 0.127921350 0.17458549 0.19750888 43.62504
## 100 0.2668410       NA          NA 0.028564969 0.04211164 0.35770114 43.58217
##         pm25  d_dslpm_2  d_cancr_2 d_ptraf_2  d_pwdis_2    d_pnpl_2   d_ptsdf_2
## 1   8.297337  20.551376  1203.8700        NA         NA   0.5917337   26.870053
## 2   8.401689 -24.041662 -4428.8246        NA         NA  -4.8455965  -20.473410
## 3   7.133256  -4.067480  -987.8557        NA         NA  -2.1888089   -2.472353
## 4   7.856333  36.596005  7057.9545        NA         NA   8.6984956   62.906865
## 5   6.934824 -13.882709 -3251.3249        NA         NA -12.4242546  -33.067156
## 6   6.909698  -7.962184 -1806.5473        NA         NA  -1.4888087   -5.161336
## 7   7.163471  11.160443  1190.8372        NA         NA  32.3761427   60.770019
## 8   7.278513  30.140105  5922.3808        NA         NA   3.9088078   10.760871
## 9   7.724246  20.639936  4327.5557        NA         NA   4.1458859   20.649824
## 10  7.038491         NA         NA        NA         NA -10.6908290  -71.182700
## 11  7.345986 -34.807720 -4595.5819        NA         NA -31.6276999 -155.673361
## 12  8.180606 -14.220791 -2495.3479        NA         NA  -1.5658187  -26.736616
## 13  8.761144 -33.020743 -3669.8362        NA         NA   6.1549285  -49.727602
## 14  8.063705 -19.448456 -3585.2037        NA         NA  -2.5014372  -34.284646
## 15  6.815600 -31.166904 -4722.7950        NA         NA  -4.2889766  -21.003086
## 16        NA         NA         NA        NA         NA  -5.9471799  -37.628896
## 17  8.082435   7.942334  1467.0650        NA         NA   1.6848854    4.358018
## 18  8.792430 -17.436018 -2885.2142        NA         NA  -5.1299145  108.927675
## 19  8.350016 -32.181789 -4622.3431        NA         NA  -9.2225248  -48.818261
## 20  7.372454 -16.497980 -3658.6480        NA         NA  -1.5119331  -23.460125
## 21  7.050079  10.168985  1613.3788        NA         NA   0.9058248    6.340625
## 22  7.243753 -15.284781 -3979.9191        NA         NA  -2.0101190  -11.908486
## 23  8.837614   6.773251   343.0038        NA         NA   3.6018711   27.185857
## 24  7.551723  16.496518  3253.2133        NA         NA   5.6111725   56.877641
## 25  7.074984  -1.149317  -815.0022        NA         NA  -8.6836342   14.583209
## 26  8.496981         NA         NA        NA         NA  51.3032435  219.351608
## 27        NA         NA         NA        NA         NA  -5.9192294  -13.446060
## 28        NA         NA         NA        NA         NA  -1.5999880  -49.567393
## 29  8.415621 -18.788098 -3233.2286        NA         NA  -2.6541790   49.439837
## 30  8.444352 -54.564412 -7137.7812        NA -0.3881073  -8.3060765  -71.887248
## 31  7.685799  42.282331  7716.2569        NA         NA   4.3315632   22.174539
## 32  8.889867  99.323169  8727.8340        NA         NA  15.0891989  642.048733
## 33  7.849900  59.011437  7571.0044        NA         NA   3.6399680  144.296965
## 34  8.323611  32.605858  2701.6437        NA         NA   1.2231501  447.856464
## 35  8.351386   1.722497   535.1733        NA         NA   0.6129208   -3.971657
## 36  9.068831  -5.934967 -1126.4565        NA         NA   2.6733595  122.561959
## 37  7.206519  -3.327160  -566.2376        NA         NA  -0.5275630   -2.414226
## 38  7.178174  -5.027040 -1171.6520        NA         NA  -0.8971101   -3.744216
## 39  8.461853  16.227701  1752.3992        NA         NA  66.8292110  134.634349
## 40  7.861686  36.680871  6588.0666        NA         NA   4.1996196   23.713563
## 41  8.297834         NA         NA        NA         NA   1.8795799  846.567614
## 42  7.813898  43.870843  6684.4612        NA         NA   2.7857882   48.171735
## 43  8.512906  17.262215  2627.8827        NA         NA   2.5933520   14.628112
## 44  7.094344 -23.576567 -4205.6319        NA         NA -44.9660626  -43.633784
## 45  7.545074         NA         NA        NA         NA -22.5928132 -131.960213
## 46  7.400615  42.835331  7816.2670        NA         NA   4.1457976   81.766808
## 47  8.237348         NA         NA        NA         NA  22.2835949   35.941428
## 48        NA         NA         NA        NA         NA   0.9905509    1.162028
## 49  8.764580 -39.305533 -4823.7465        NA         NA   1.5717447   -7.998501
## 50  7.084506 -10.091257 -1871.3535        NA         NA  -5.5929307  -21.810297
## 51  8.473712  -9.279486 -1500.3830        NA         NA  -2.2163470   10.276220
## 52  7.287337  16.318307  3657.2599        NA         NA   4.0569737    7.905455
## 53  8.334647  28.768817  3472.7808  26375.88         NA   2.2668094  274.399867
## 54  7.688266  35.785793  4908.2969        NA         NA   3.0015053   45.188111
## 55  8.937224 -40.577344 -5884.8501        NA         NA  -7.3761768  -61.355040
## 56  7.532774 -16.968279 -3077.8925        NA         NA  -3.2626041  -31.250327
## 57  7.115526 -13.922160 -3354.1415        NA         NA  -3.2152458   -6.348176
## 58  7.177182 -22.799946 -4321.9475        NA         NA  -6.5309125  -62.643841
## 59  7.372141  17.610881  2897.1718        NA         NA   2.6588976    4.101619
## 60  9.053602         NA         NA        NA         NA   9.7903646  488.219227
## 61  6.937168 -17.519777 -3352.1092        NA         NA  -3.1144198  -32.540697
## 62  7.548112  12.808992  2579.9124        NA         NA   2.4536235   10.200370
## 63  7.873792 -28.471171 -5800.1959        NA         NA -30.5899005  -21.820700
## 64  8.070645  31.534701  3323.5950        NA         NA   1.4960622  122.542673
## 65        NA         NA         NA        NA         NA   0.6620284   61.446172
## 66  7.667405  31.739172  5377.0854        NA         NA   2.0529568   23.247924
## 67        NA         NA         NA        NA         NA  37.7457720   87.909405
## 68  8.642183 -26.492157 -3277.0682        NA         NA  -3.5618019    7.150624
## 69        NA         NA         NA        NA         NA  -1.8526777    2.115135
## 70  6.873827  24.157500  2222.2731        NA         NA   1.5422046  151.600314
## 71        NA         NA         NA        NA         NA  -4.9715778  -43.661769
## 72  6.968614  -3.732316  -600.7129        NA         NA  -0.3830521   -5.012284
## 73  8.243473   7.858191   156.6856        NA         NA  18.4907939   53.187849
## 74  7.640995  46.381466  4914.9433        NA         NA   6.1619742  404.075452
## 75  8.065378 -40.768210 -6189.2647        NA         NA -11.8460834  -13.917710
## 76  8.098258 -18.110936 -2812.9806        NA         NA  -1.4765618  -16.144480
## 77  7.775240  23.949293  4014.6142  23287.06         NA  11.4159067   44.309148
## 78  8.097868  93.864929 14312.4573        NA         NA  11.1722174  108.347311
## 79  7.935987  -2.351094  -561.4391        NA         NA  -0.1120998   30.122316
## 80  8.610601  -1.456152 -1092.5594        NA         NA   1.1215722   83.884744
## 81  8.377364 -12.060370 -2452.1705        NA         NA  -2.2982708  -22.498194
## 82  8.094001  29.088417  5546.7069        NA         NA   3.8187215   60.106797
## 83  8.046123  48.043113  8486.5525        NA         NA   7.2844649   80.502987
## 84  8.056566 -19.782266 -3404.0299        NA         NA  -4.2377916  -25.704413
## 85  7.818871 -36.860752 -6276.2788        NA         NA  -5.4273462  -61.845069
## 86  7.638205 -13.312812 -2111.8831        NA         NA  -2.5116317  -12.637766
## 87  7.311667         NA         NA        NA         NA   3.9835576    2.156075
## 88  7.122076 -16.078811 -3692.1865        NA         NA  -5.7060760  -77.628447
## 89  6.717312  12.014319  2157.6878        NA         NA   1.1212571    4.175012
## 90  8.611828 -67.587978 -7958.5588        NA         NA -12.8474404 -188.926294
## 91  8.223186  61.006643  8724.8916        NA         NA  13.0669557  173.633556
## 92  8.914699 -22.203707 -3083.1211        NA         NA -11.3647092  -39.392885
## 93  7.980443  40.327023  7541.5281        NA         NA   6.0486761   11.418495
## 94  7.030489  17.607095  3307.8067        NA         NA   2.6680361    8.512272
## 95  6.975358 -14.157800 -2943.2669        NA         NA  -3.6352602   -6.007321
## 96  8.147968  38.922582  5520.0693        NA         NA   2.0729228  160.277817
## 97  7.707809 -12.019035 -2652.8743        NA         NA  -3.6963547   -1.835258
## 98  8.106571  52.645706  6138.7943  55491.22         NA   2.6572699   84.425278
## 99  8.100779 -16.699409 -2764.4715        NA         NA  -9.7790314  -11.400715
## 100 6.937257 -11.385999 -2649.4924        NA         NA  -3.5844913  -43.146908
##      d_ozone_2    d_pm25_2 state_name region  arealand    areawater     npl_cnt
## 1    1412.7912   275.69598         NA      4   9705172    247718.31 0.000000000
## 2   -6126.9818 -1194.02764         NA      4  28056590    393582.83 0.000000000
## 3   -1882.2382  -321.03837         NA      4  55191000    337730.82 0.000000000
## 4    8363.9082  1560.80197         NA      4  72446218    768590.16 0.000000000
## 5   -6622.9999 -1074.63713         NA      4  50040991    367869.32 0.045454545
## 6   -3720.8510  -603.55075         NA      4  40037633     27830.31 0.000000000
## 7    1664.1217   307.71381         NA      4  61565730   9684688.54 0.028571429
## 8    8919.1509  1639.44463         NA      4  90542929   5454406.80 0.000000000
## 9    5627.3801  1112.53197         NA      4  73093152   1064866.65 0.000000000
## 10  -5627.6207 -1058.05120         NA      4  24437611   5765756.80 0.022222222
## 11  -7355.8743 -1256.31243         NA      4  11041032     58070.15 0.019480519
## 12  -3384.0428  -652.44374         NA      4  22605981    357239.59 0.000000000
## 13  -4691.6710  -889.47173         NA      4   9953214     74539.27 0.010638298
## 14  -4853.3678  -927.94003         NA      4  19712782    113522.63 0.000000000
## 15  -8023.2817 -1355.29350         NA      4 103741447  30185484.17 0.000000000
## 16          NA          NA         NA      4  18259670  29597977.11 0.000000000
## 17   2023.8269   383.94511         NA      4  61205150    480215.61 0.000000000
## 18  -3859.3651  -763.77852         NA      4  10942641    399422.35 0.000000000
## 19  -5567.3707 -1158.05598         NA      4  50446868   2018138.14 0.000000000
## 20  -5475.3532 -1022.56329         NA      4  56182579   1372616.38 0.000000000
## 21   2556.6407   456.73971         NA      4  31941424  11283297.29 0.000000000
## 22  -6187.3632 -1162.38009         NA      4  79543501   2145393.57 0.000000000
## 23    343.2925    71.52735         NA      4  15614148    132462.92 0.012987013
## 24   4003.8245   802.22877         NA      4  51695964    930300.91 0.021276596
## 25   -837.4091  -155.75899         NA      4  28594956   2698672.06 0.015625000
## 26   9598.2731  1916.24931         NA      4   8667309     78378.02 0.010256410
## 27          NA          NA         NA      4  45227721  45668265.87 0.000000000
## 28          NA          NA         NA      4  31017168  93766326.81 0.000000000
## 29  -4476.5123  -820.86207         NA      4  13265850    346779.90 0.000000000
## 30  -9617.6567 -1788.75372         NA      4  27318712    295964.04 0.000000000
## 31  10382.2872  2060.47422         NA      4  62063541    417449.38 0.000000000
## 32   8958.4183  1849.54677         NA      4   4849070    193160.93 0.000000000
## 33  10169.6682  1952.81060         NA      4  27852463     79027.81 0.000000000
## 34   3215.2821   584.02608         NA      4   4346296     48495.04 0.000000000
## 35    689.6062   129.34560         NA      4  42458569    239289.40 0.000000000
## 36  -1630.3906  -329.21562         NA      4   5325499    119233.55 0.023121387
## 37   -872.4392  -156.60694         NA      4  88218172   1329200.80 0.000000000
## 38  -2075.0431  -365.84585         NA      4  94523270   3132579.12 0.000000000
## 39   1890.2985   371.67512         NA      4  43057817    453239.12 0.062500000
## 40   9504.4834  1826.07701         NA      4  53142391     93645.31 0.000000000
## 41   6257.0133  1147.20753         NA      4   5728933    104180.57 0.000000000
## 42   8879.3636  1704.97188         NA      4  36754266    331863.08 0.000000000
## 43   3260.2272   653.52078         NA      4  25264115    268315.61 0.000000000
## 44  -8171.0675 -1344.17127         NA      4  29869038     50801.62 0.041666667
## 45  -7587.5981 -1347.88146         NA      4  13415068     76909.72 0.013888889
## 46  11155.0741  2069.00279         NA      4  48141543    986179.95 0.000000000
## 47  14529.8940  2821.84540         NA      4  40416017    158293.84 0.000000000
## 48          NA          NA         NA      4 264322562 365493493.83 0.000000000
## 49  -6096.9352 -1185.70080         NA      4  13278118    537423.62 0.017857143
## 50  -3208.9149  -580.48084         NA      4  48930129    375165.04 0.000000000
## 51  -1893.8139  -394.15708         NA      4  24396212    137658.19 0.000000000
## 52   4868.1102   921.52809         NA      4 174405280    861689.29 0.000000000
## 53   4221.5015   834.74241         NA      4  17854254    289872.68 0.000000000
## 54   6787.8277  1298.48307         NA      4  21992128    125538.32 0.000000000
## 55  -7610.6373 -1511.69317         NA      4  15324508    467293.00 0.000000000
## 56  -4837.4645  -851.39914         NA      4  36757340    450867.16 0.000000000
## 57  -5315.1500 -1000.27333         NA      4  47691305    378294.18 0.000000000
## 58  -7864.0550 -1288.82711         NA      4  72781108    302547.69 0.000000000
## 59   4338.0003   800.79181         NA      4  56292151     35552.86 0.000000000
## 60   4988.0378   975.92941         NA      4   2443328    105115.93 0.001801802
## 61  -6498.1933 -1048.69635         NA      4  40931456    116285.21 0.000000000
## 62   3067.7774   542.01835         NA      4  57865566   1178178.23 0.000000000
## 63  -6697.1092 -1252.35255         NA      4  31701357    363524.12 0.052631579
## 64   4371.2015   851.37853         NA      4  21534459     95043.48 0.000000000
## 65          NA          NA         NA      4   4148354   2949491.43 0.008333333
## 66   7236.1099  1383.15040         NA      4  63177177   1637540.14 0.000000000
## 67          NA          NA         NA      4  20556435   3864819.19 0.020833333
## 68  -4238.7095  -844.17852         NA      4  13728066    118333.24 0.000000000
## 69          NA          NA         NA      4  67041199  44851672.15 0.000000000
## 70   3479.5683   593.61949         NA      4  22600633   6220967.92 0.000000000
## 71          NA          NA         NA      4  70520162   5088548.94 0.000000000
## 72  -1039.1365  -180.70475         NA      4  53341640  17652458.08 0.000000000
## 73     90.9426    14.49219         NA      4  39082367   1200720.04 0.038461538
## 74   6847.3815  1286.11669         NA      4  17600209     85915.04 0.000000000
## 75  -8734.7907 -1654.64357         NA      4  51300526    163669.58 0.000000000
## 76  -3791.8971  -693.41967         NA      4  23560418    230245.31 0.000000000
## 77   4772.4339   889.46887         NA      4  29924065    378975.37 0.024390244
## 78  18175.1179  3600.08375         NA      4  27879951     57686.30 0.000000000
## 79   -831.7208  -143.43051         NA      4  21231595    267556.83 0.000000000
## 80  -1603.3524  -300.74232         NA      4  14092801    342931.88 0.010638298
## 81  -3265.9712  -626.86692         NA      4  28163005     90245.92 0.000000000
## 82   7336.9841  1466.96740         NA      4  54430165    109418.36 0.000000000
## 83  10032.1969  1930.90257         NA      4  30613706    142295.74 0.000000000
## 84  -4376.4992  -808.38870         NA      4  22247184    548755.46 0.000000000
## 85  -9187.2788 -1639.36547         NA      4  37514194    567236.87 0.000000000
## 86  -3240.1925  -578.82070         NA      4  23430269    175213.41 0.000000000
## 87   3713.3598   621.69114         NA      4 113900872   2701347.25 0.000000000
## 88  -6219.0757 -1083.50442         NA      4  39205660    204405.56 0.000000000
## 89   3618.1602   623.90660         NA      4 202420784 106914890.40 0.000000000
## 90  -9362.5210 -1870.17017         NA      4  15909268    174911.46 0.000000000
## 91  11081.3609  2164.50686         NA      4  19809334   1278306.94 0.000000000
## 92  -3800.9853  -779.20077         NA      4   4752042    127631.20 0.006593407
## 93  10088.0839  1950.18155         NA      4  74094196   2621338.93 0.000000000
## 94   5146.9329   926.95529         NA      4  59830414  13018813.33 0.000000000
## 95  -5828.4766  -952.20496         NA      4  26101949     75234.16 0.000000000
## 96   6811.2478  1354.87258         NA      4  19128510    131402.55 0.000000000
## 97  -4138.7287  -751.11986         NA      4  36872637    129479.87 0.000000000
## 98   7954.1711  1549.22281         NA      4  17309323    260594.36 0.000000000
## 99  -3990.1952  -737.88510         NA      4  30982004    258306.93 0.035714286
## 100 -5385.6333  -856.48143         NA      4  62277694    117273.92 0.000000000
##       tsdf_cnt shape_length shape_area
## 1   0.10619469    16632.472   15255287
## 2   0.04166667    32339.270   43472594
## 3   0.00000000    47686.766   86083790
## 4   0.05263158    48568.005  109294568
## 5   0.09090909    50378.349   78033330
## 6   0.00000000    45198.050   61461012
## 7   0.02857143    44564.024  107704421
## 8   0.05000000    61154.495  147220913
## 9   0.06451613    50571.628  109751216
## 10  0.11111111    26881.791   44096242
## 11  0.16883117    19188.706   16829296
## 12  0.12068966    27128.920   34938538
## 13  0.12765957    15343.280   15120860
## 14  0.22580645    23384.365   30319498
## 15  0.00000000    73406.074  206828689
## 16  0.04166667    30488.246   71248256
## 17  0.00000000    48318.567   95389232
## 18  0.24210526    19163.296   17219368
## 19  0.05714286    41599.773   79732056
## 20  0.09523810    50631.563   86252274
## 21  0.00000000    37789.929   66391123
## 22  0.00000000    60531.914  122190903
## 23  0.10389610    22651.292   23713701
## 24  0.06382979    40543.603   77242900
## 25  0.04687500    28380.221   46878668
## 26  0.07692308    14382.874   13079212
## 27  0.00000000    64336.665  140467177
## 28  0.06250000    54538.082  189463000
## 29  0.11111111    20407.911   20734270
## 30  0.08000000    32458.768   42204499
## 31  0.02941176    48818.850   93187525
## 32  0.25490196    11840.642    7726971
## 33  0.04255319    28704.803   42671458
## 34  0.19341564    11063.320    6750868
## 35  0.13333333    40874.076   65509433
## 36  0.13872832    13072.568    8191518
## 37  0.00000000    64364.255  138657055
## 38  0.12500000    63864.260  147122814
## 39  0.21875000    36843.194   67132497
## 40  0.00000000    47917.445   80468939
## 41  0.25684932    11907.427    8948744
## 42  0.03921569    32279.681   57151700
## 43  0.03278689    29421.345   38483227
## 44  0.04166667    29469.504   45304974
## 45  0.15277778    21643.093   20319338
## 46  0.10526316    42400.040   75903271
## 47  0.00000000    31517.511   60633209
## 48  0.00000000   151760.736  950206957
## 49  0.12500000    19971.202   21050578
## 50  0.03846154    43113.570   74167011
## 51  0.09523810    29534.581   37114395
## 52  0.00000000    99962.269  261941044
## 53  0.21621622    22462.512   27419126
## 54  0.08510638    26119.300   33230534
## 55  0.16000000    22803.171   23870414
## 56  0.12903226    37512.136   56516678
## 57  0.00000000    42171.371   72066349
## 58  0.06250000    55825.639  111497894
## 59  0.00000000    48085.940   85902875
## 60  0.17837838     8468.602    3829650
## 61  0.07142857    44699.656   62867433
## 62  0.04545455    47457.842   88913635
## 63  0.05263158    31083.286   48260569
## 64  0.13846154    25404.856   33088916
## 65  0.24166667    12658.684   10397404
## 66  0.04545455    51636.378  100291031
## 67  0.08333333    23390.838   36225054
## 68  0.09333333    18513.247   21232346
## 69  0.07692308    57417.720  167753223
## 70  0.11538462    24384.921   44424126
## 71  0.03125000    51381.074  111633040
## 72  0.08333333    47811.228  109183126
## 73  0.03846154    31776.675   62288065
## 74  0.17708333    21208.881   26805215
## 75  0.00000000    47430.436   77398465
## 76  0.13953488    27449.779   36162186
## 77  0.02439024    26139.204   45271555
## 78  0.05681818    30367.812   41372113
## 79  0.15942029    27001.804   33248253
## 80  0.12765957    19003.383   21903895
## 81  0.09615385    28997.415   42619730
## 82  0.02222222    43645.134   81452028
## 83  0.11111111    28346.420   45765284
## 84  0.06521739    26219.210   34310976
## 85  0.06451613    39602.696   58901445
## 86  0.05084746    29707.953   36523192
## 87  0.08333333    64159.966  176258315
## 88  0.20000000    38617.028   59158429
## 89  0.00000000    99363.756  472064660
## 90  0.19417476    20752.713   24018825
## 91  0.06060606    23628.939   32586051
## 92  0.16263736    11247.369    7431963
## 93  0.00000000    55853.226  118641479
## 94  0.00000000    45613.673  111088118
## 95  0.06451613    35324.135   40313310
## 96  0.05333333    24325.845   29025849
## 97  0.07547170    36349.714   56948215
## 98  0.12727273    21296.158   26702991
## 99  0.03571429    32201.204   48024718
## 100 0.15384615    54798.255   95288563
##           county num_tested per_tested num_high_lead per_highlead_h
## 1       ALAMANCE      1,951       50.1            36           0.02
## 2      ALEXANDER        516       71.6             3           0.60
## 3      ALLEGHANY         75       38.9             1           1.30
## 4          ANSON        204       39.3             5           2.50
## 5           ASHE        259       62.4             0           0.00
## 6          AVERY        176       64.7             3           1.70
## 7       BEAUFORT        675       76.2             5           0.70
## 8         BERTIE        266       76.0             3           1.10
## 9         BLADEN        472       67.8             6           1.30
## 10     BRUNSWICK      1,191       59.7             3           0.30
## 11      BUNCOMBE      2,951       60.5            19           0.60
## 12         BURKE      1,359       75.9            16           1.20
## 13      CABARRUS      2,546       49.9            21           0.80
## 14      CALDWELL      1,069       68.5            10           0.90
## 15        CAMDEN        106       56.7             1           0.90
## 16      CARTERET        691       64.7             7           1.00
## 17       CASWELL        268       63.5             4           1.50
## 18       CATAWBA      2,180       65.2            12           0.60
## 19       CHATHAM        650       49.5             3           0.50
## 20      CHEROKEE        292       61.0             1           0.30
## 21        CHOWAN        177       63.9             1           0.60
## 22          CLAY         96       55.8             0           0.00
## 23     CLEVELAND      1,647       74.0            14           0.90
## 24      COLUMBUS        778       68.0            10           1.30
## 25        CRAVEN      2,087       76.6            16           0.80
## 26    CUMBERLAND      3,248       29.8            47           1.40
## 27     CURRITUCK        165       31.7             1           0.60
## 28          DARE        307       46.4             1           0.30
## 29      DAVIDSON      2,634       75.0            32           1.20
## 30         DAVIE        516       67.3             7           1.40
## 31        DUPLIN      1,001       73.6             5           0.50
## 32        DURHAM      4,558       54.7            23           0.50
## 33     EDGECOMBE        852       69.6             8           0.90
## 34       FORSYTH      5,519       63.4            62           1.10
## 35      FRANKLIN        856       60.5             4           0.50
## 36        GASTON      2,071       40.5            15           0.70
## 37         GATES        102       52.6             1           1.00
## 38        GRAHAM         85       54.5             0           0.00
## 39     GRANVILLE        694       58.4             1           0.10
## 40        GREENE        308       74.9             3           1.00
## 41      GUILFORD      8,773       71.1            74           0.80
## 42       HALIFAX        866       76.6            17           2.00
## 43       HARNETT      1,833       49.1            26           1.40
## 44       HAYWOOD        780       67.4             4           0.50
## 45     HENDERSON      1,231       57.7            13           1.10
## 46      HERTFORD        341       74.1             6           1.80
## 47          HOKE        835       48.4             8           1.00
## 48          HYDE         45       65.2             1           2.20
## 49       IREDELL      2,039       54.4            14           0.70
## 50       JACKSON        492       66.7             3           0.60
## 51      JOHNSTON      2,469       53.5            11           0.40
## 52         JONES        137       70.6             0           0.00
## 53           LEE      1,050       67.7            12           1.10
## 54        LENOIR        992       80.0            17           1.70
## 55       LINCOLN        644       38.7             6           0.90
## 56         MACON        405       61.3             5           1.20
## 57       MADISON        260       65.3             3           1.20
## 58        MARTIN        396       80.0             5           1.30
## 59      MCDOWELL        570       65.1             7           1.20
## 60   MECKLENBURG      9,800       33.3            72           0.70
## 61      MITCHELL         86       30.3             0           0.00
## 62    MONTGOMERY        484       88.3            10           2.10
## 63         MOORE      1,747       76.7            13           0.70
## 64          NASH      1,651       76.6            25           1.50
## 65   NEW HANOVER      3,026       68.6            34           1.10
## 66   NORTHAMPTON        257       69.3             3           1.20
## 67        ONSLOW      4,811       60.3            42           0.90
## 68        ORANGE      1,169       50.5             6           0.50
## 69       PAMLICO        162       99.4             1           0.60
## 70    PASQUOTANK        742       78.4            10           1.30
## 71        PENDER        877       68.5             4           0.50
## 72    PERQUIMANS        177       72.2             3           1.70
## 73        PERSON        340       40.3             7           2.10
## 74          PITT      2,587       62.5            12           0.50
## 75          POLK        132       42.6             1           0.80
## 76      RANDOLPH      2,208       71.3            24           1.10
## 77      RICHMOND        893       79.1            18           2.00
## 78       ROBESON      2,514       72.2            20           0.80
## 79    ROCKINGHAM      1,058       59.7            17           1.60
## 80         ROWAN      2,035       64.0            24           1.20
## 81    RUTHERFORD        432       32.2             2           0.50
## 82       SAMPSON      1,352       81.2            14           1.00
## 83      SCOTLAND        671       74.7            10           1.50
## 84        STANLY      1,098       78.0            16           1.50
## 85        STOKES        478       59.8             7           1.50
## 86         SURRY        801       53.6            20           2.50
## 87         SWAIN        198       67.6             3           1.50
## 88  TRANSYLVANIA        365       68.9             3           0.80
## 89       TYRRELL         38       52.8             2           5.30
## 90         UNION      1,648       34.1            10           0.60
## 91         VANCE        606       52.9             4           0.70
## 92          WAKE     12,820       50.7            98           0.80
## 93        WARREN        229       68.4             4           1.70
## 94    WASHINGTON        161       61.2             1           0.60
## 95       WATAUGA        581       77.3             6           1.00
## 96         WAYNE      2,082       64.1            12           0.60
## 97        WILKES        941       70.0             7           0.70
## 98        WILSON      1,488       77.7            21           1.40
## 99        YADKIN        424       56.2             4           0.90
## 100       YANCEY        171       48.4             2           1.20
##     num_tested_older  fips bf_acreage objectid           id acstotpop
## 1               2120 37001    347.220 143210.0 370010210849 1421.0265
## 2                569 37003      0.000 143278.5 370030404211 1546.6250
## 3                 94 37005      0.000 143296.0 370059501911  997.5455
## 4                282 37007     20.120 143311.0 370079203792 1331.8947
## 5                306 37009      0.000 143331.5 370099705093 1217.5455
## 6                190 37011      5.710 143350.5 370119302633 1093.8125
## 7                741 37013    191.180 143376.0 370139305119 1349.8000
## 8                314 37015         NA 143403.5 370159602653  982.2000
## 9                516 37017         NA 143429.0 370179503874 1089.6129
## 10              1345 37019    268.390 143489.5 370190311557 1409.5556
## 11              3359 37021    756.890 143611.5 370210021244 1652.4286
## 12              1453 37023    209.040 143717.5 370230207959 1546.7586
## 13              2820 37025    172.830 143793.5 370250416577 2143.0638
## 14              1208 37027    112.610 143871.5 370270307780 1319.0161
## 15               110 37029         NA 143905.5 370299501018 1741.1667
## 16               732 37031     18.843 143944.5 370319712691  957.2222
## 17               311 37033         NA 143989.5 370339303502 1263.6667
## 18              2382 37035    171.218 144046.0 370350109627 1649.7789
## 19               732 37037    516.627 144111.0 370370204075 1994.0286
## 20               324 37039      0.000 144139.0 370399303768 1317.5238
## 21               190 37041     90.980 144156.5 370419301439 1014.6429
## 22               109 37043         NA 144167.0 370439501431 1544.7143
## 23              2007 37045    187.670 144209.0 370459508295 1261.8052
## 24               950 37047         NA 144271.0 370479307747 1197.7234
## 25              2335 37049     92.500 144326.5 370499606981 1610.6562
## 26              3640 37051    258.110 144456.0 370510124581 1703.1077
## 27               177 37053      5.200 144561.0 370531689347 1719.7333
## 28               319 37055         NA 144584.5 370559716072 1116.9062
## 29              2753 37057     37.950 144654.5 370570611163 1524.6667
## 30               544 37059     17.900 144721.0 370590803882 1679.6400
## 31              1331 37061    140.220 144750.5 370610904745 1737.1176
## 32              5104 37063    602.340 144844.0 370630079165 2002.9869
## 33              1004 37065     47.680 144944.0 370650208556 1134.7234
## 34              5922 37067   1176.624 145089.0 370670028099 1529.1070
## 35               951 37069     28.750 145225.5 370690604511 2163.4000
## 36              2314 37071    435.010 145327.0 370710318228 1251.9364
## 37               115 37073         NA 145418.5 370739701902 1156.3000
## 38                96 37075     37.470 145427.5 370759202252 1069.6250
## 39               773 37077     32.980 145447.5 370779704545 1839.8125
## 40               364 37079         NA 145470.0 370799501855 1616.0000
## 41              9349 37081    647.893 145622.5 370810172130 1793.0890
## 42               907 37083    357.970 145794.0 370839306181 1014.4510
## 43              2204 37085     56.210 145850.0 370850708508 2137.0656
## 44               821 37087     40.430 145904.5 370879219090 1259.0208
## 45              1428 37089    293.983 145964.5 370899317175 1578.1250
## 46               359 37091         NA 146010.0 370919502535 1271.2105
## 47               931 37093         NA 146032.0 370939706096 2129.5600
## 48                55 37095         NA 146047.5 370959434502  898.8333
## 49              2225 37097    128.300 146106.5 370970610202 1540.4018
## 50               543 37099         NA 146175.5 370999493464 1625.2308
## 51              2781 37101     75.030 146230.5 371010408370 2275.8571
## 52               151 37103         NA 146276.0 371039202145 1385.0000
## 53              1189 37105     60.830 146298.0 371050304233 1625.0000
## 54              1254 37107     56.240 146340.0 371070108067 1217.5957
## 55               774 37109     95.876 146388.5 371090706750 1628.8200
## 56               465 37111     15.290 146429.0 371119705425 1455.1290
## 57               287 37113      2.050 146458.5 371139704221 1228.9286
## 58               594 37115     31.570 146480.5 371150104565 1337.8125
## 59               626 37117    147.500 146499.0 371179703478 1097.8095
## 60             11419 37119   9324.310 146787.0 371190095454 1899.6649
## 61               114 37121         NA 147071.5 371219502502 1074.2857
## 62               521 37123      3.550 147089.5 371239602824 1242.6364
## 63              1914 37125     59.430 147129.0 371259506046 1677.7018
## 64              1892 37127    382.280 147190.0 371270107872 1446.2000
## 65              3429 37129   1594.160 147282.5 371290277119 1868.5917
## 66               277 37131      7.100 147353.5 371319202461  917.5455
## 67              5526 37133         NA 147412.5 371330115437 2019.9167
## 68              1283 37135    137.170 147498.0 371350112661 1905.8400
## 69               178 37137         NA 147542.0 371379532247  980.1538
## 70               800 37139         NA 147561.5 371399604432 1518.4231
## 71               999 37141    407.250 147590.5 371419224926 1844.3750
## 72               196 37143         NA 147612.5 371439201510 1121.5833
## 73               428 37145     25.690 147631.5 371459203659 1511.7308
## 74              2814 37147     82.480 147692.5 371470010013 1847.6250
## 75               185 37149     50.980 147746.5 371499201939 1704.8333
## 76              2429 37151    106.270 147795.5 371510309193 1662.3023
## 77              1000 37153     10.000 147859.0 371539706076 1102.1707
## 78              2813 37155    605.140 147923.5 371559610364 1516.3864
## 79              1166 37157         NA 148002.0 371570408473 1322.7536
## 80              2236 37159    734.120 148083.5 371590511557 1485.1596
## 81               659 37161    166.200 148156.5 371619606697 1279.4615
## 82              1615 37163     36.910 148205.0 371639705205 1412.4667
## 83               736 37165   1183.260 148241.0 371650103414 1306.0000
## 84              1183 37167     18.930 148277.5 371679307617 1328.5652
## 85               507 37169      6.240 148316.0 371690704139 1480.8065
## 86               887 37171    166.710 148361.0 371719306591 1222.0169
## 87               223 37173     20.500 148396.5 371739568841 1187.8333
## 88               402 37175   1293.630 148415.0 371759603526 1340.5200
## 89                46 37177         NA 148430.0 371779601002  823.8000
## 90              2209 37179    259.295 148484.0 371790205833 2200.9126
## 91               714 37181     38.940 148552.0 371819605639 1347.9394
## 92             13995 37183   1346.050 148796.0 371830572273 2300.1275
## 93               260 37185         NA 149031.0 371859502142 1335.5333
## 94               218 37187     24.000 149046.0 371879501670  810.4000
## 95               641 37189     38.880 149069.0 371899205460 1745.7097
## 96              2475 37191     94.460 149122.0 371910008519 1653.3600
## 97               977 37193     28.350 149186.0 371939606553 1291.6981
## 98              1560 37195     48.380 149240.0 371950008696 1478.8364
## 99               470 37197         NA 149281.5 371970503224 1345.1786
## 100              205 37199     79.670 149302.0 371999602314 1359.0000
##     acsipovbas acseducbas acstothh  acstothu   minorpop   minorpct lowincome
## 1    1381.9292   956.0265 566.8938  617.2478  503.21239 0.36638784  549.8673
## 2    1489.5000  1113.5833 571.7500  683.2917  203.08333 0.13480558  582.7917
## 3     986.3636   749.3636 431.4545  741.8182  129.54545 0.12637604  481.3636
## 4    1235.2105   952.2105 500.8421  610.2105  737.78947 0.55959010  581.5263
## 5    1202.3182   919.6364 536.5909  802.2273   90.27273 0.07734615  455.0455
## 6     889.4375   820.2500 411.6875  885.3750  137.68750 0.09512622  402.4375
## 7    1334.8857   963.2000 552.1429  740.8571  461.40000 0.38511595  572.0000
## 8     916.1000   726.7500 398.8000  492.0500  645.45000 0.59923326  458.7500
## 9    1073.8710   779.0000 450.5806  576.6774  493.93548 0.45789805  556.0645
## 10   1397.6333  1101.2000 602.5111  966.3111  257.18889 0.14800353  435.1333
## 11   1610.6039  1208.5195 695.4091  789.5519  270.78571 0.16561525  542.2013
## 12   1500.0000  1108.1724 597.7931  708.4828  283.50000 0.16181111  630.1552
## 13   2123.5319  1415.4787 769.1383  830.7766  710.84043 0.33755975  597.0532
## 14   1299.3710   947.6774 525.7097  612.0968  163.98387 0.13623437  536.4839
## 15   1741.1667  1209.8333 639.3333  704.6667  341.16667 0.16031274  497.8333
## 16    938.3194   721.5972 412.3611  693.2083  130.50000 0.12501450  283.9583
## 17   1212.7778   926.2222 506.1111  598.7778  490.72222 0.38997361  467.7222
## 18   1620.6842  1138.6105 643.1474  723.0842  398.57895 0.23764023  584.0211
## 19   1970.6571  1458.8857 815.0571  901.5714  567.68571 0.26847936  578.9429
## 20   1299.6667  1011.0000 566.4286  862.0952  115.09524 0.07971821  534.5714
## 21    991.0714   750.3571 427.4286  521.5000  407.85714 0.32891504  431.2143
## 22   1540.7143  1185.4286 723.1429 1044.1429   97.14286 0.05476915  673.8571
## 23   1237.1688   863.0909 478.9870  565.9610  340.15584 0.28879995  562.4156
## 24   1131.8723   837.7872 474.5957  558.5106  487.14894 0.39639378  544.1489
## 25   1527.4375  1054.0000 638.6094  732.9844  548.75000 0.37025334  535.5312
## 26   1622.6923  1050.3641 638.0410  747.8923  953.65128 0.56149506  676.5846
## 27   1707.4667  1218.5333 676.5333 1037.1333  220.26667 0.10272042  473.8667
## 28   1110.5312   832.8125 482.5312 1078.5938  138.96875 0.08847438  323.4688
## 29   1501.8148  1066.8796 606.2130  688.0648  297.37037 0.21677356  574.2407
## 30   1666.8400  1196.3200 639.9600  743.2800  257.16000 0.15259076  505.0400
## 31   1717.1176  1174.5882 640.6176  761.0588  838.00000 0.47423996  911.8824
## 32   1914.5490  1369.0000 806.8235  872.0850 1157.01307 0.55135742  634.9935
## 33   1117.7872   778.2979 454.7021  530.7447  722.08511 0.65018190  569.2553
## 34   1486.3169  1022.5185 603.6420  672.3539  657.32099 0.43480323  554.8148
## 35   2109.0667  1493.8000 824.9667  933.7333  788.60000 0.41599298  757.2000
## 36   1234.0000   862.4740 471.0636  530.5145  337.69364 0.29255741  468.1503
## 37   1149.0000   834.5000 447.7000  533.6000  427.50000 0.37502417  345.2000
## 38   1053.0000   755.2500 411.0000  752.1250  141.12500 0.13159889  507.2500
## 39   1752.8438  1293.0625 657.1875  752.1562  769.37500 0.44902076  585.7812
## 40   1433.4615  1149.3846 558.3846  639.6923  857.30769 0.50874970  696.4615
## 41   1734.3836  1194.0342 694.2842  776.5171  880.81849 0.50324802  636.1678
## 42    986.4902   713.5490 414.0392  508.2157  623.52941 0.61896109  514.8431
## 43   2078.4098  1372.9672 739.1148  839.8361  816.90164 0.38726791  826.8197
## 44   1242.8333   941.1458 548.6667  737.4583   89.58333 0.06974944  417.1250
## 45   1558.7500  1169.4306 670.5694  790.8194  264.83333 0.17175784  485.0972
## 46   1154.3158   880.5789 468.3684  559.5789  846.05263 0.67658559  552.7368
## 47   2062.1600  1364.0000 708.8800  828.3600 1270.96000 0.59910684  894.6000
## 48    793.5000   642.6667 294.8333  541.5000  369.16667 0.26815016  344.1667
## 49   1524.8839  1053.8482 582.5536  650.3036  365.90179 0.24765476  452.4196
## 50   1478.5385  1037.6538 640.0769 1041.2692  309.76923 0.17013023  603.6923
## 51   2252.4405  1505.4167 799.4524  877.2024  722.50000 0.33985099  790.8690
## 52   1379.2857  1038.7143 591.0000  708.2857  522.00000 0.35035799  711.2857
## 53   1598.8378  1087.7027 587.6757  661.1622  681.72973 0.43721250  654.8378
## 54   1190.5957   847.1277 491.9362  586.1702  615.59574 0.55905630  572.2128
## 55   1612.0200  1157.9400 640.4400  704.5400  243.36000 0.15357922  564.7800
## 56   1420.5484  1051.3226 579.3871  687.0000  182.16129 0.13220938  604.5806
## 57   1219.2857   924.0000 560.6786  912.7500  131.57143 0.10542701  453.8929
## 58   1271.0625   953.5000 528.2500  680.7500   79.06250 0.05580211  489.9375
## 59   1088.7619   788.9524 451.0000  552.7619  526.23810 0.52007524  463.4286
## 60   1872.1045  1269.1874 727.1099  785.2162 1001.04685 0.50884357  553.1171
## 61   1043.8571   795.4286 454.3571  629.4286   81.64286 0.07417470  367.3571
## 62   1193.0909   863.3182 473.2273  737.9545  456.45455 0.35259915  526.7727
## 63   1657.1228  1212.9123 683.5965  818.2105  382.59649 0.24504187  482.3333
## 64   1415.4923   994.6615 564.9231  659.6308  717.64615 0.51998861  506.5538
## 65   1811.1083  1272.2250 780.3000  910.3667  428.13333 0.23430134  627.8333
## 66    876.8182   683.1364 392.1818  530.4545  562.77273 0.58645946  420.3182
## 67   1806.2708  1074.7917 667.3438  817.7188  678.06250 0.33634818  716.0208
## 68   1757.1867  1185.9067 700.3867  766.6933  584.18667 0.30402591  507.9200
## 69    923.6154   764.9231 411.6923  593.9231  252.61538 0.25052233  365.2308
## 70   1424.8077  1031.3077 568.4615  658.0000  685.80769 0.46773913  537.5769
## 71   1804.7500  1299.9375 680.1875  893.7812  465.06250 0.24093321  569.4688
## 72   1107.8333   842.8333 493.2500  594.6667  312.91667 0.24381010  423.6667
## 73   1489.3077  1074.0000 605.5385  708.7692  508.34615 0.35292864  557.1154
## 74   1776.1458  1113.4271 720.5104  818.3646  837.21875 0.45184130  775.5521
## 75   1679.0833  1316.9167 753.9167  972.8333  242.91667 0.13838409  547.0000
## 76   1641.6395  1146.8605 651.6395  722.6395  343.16279 0.20997913  655.4651
## 77   1064.3415   745.6098 452.3415  521.4634  470.43902 0.41900496  522.1220
## 78   1475.2386   973.3864 522.3750  603.0114 1129.88636 0.73012599  808.3068
## 79   1301.7246   948.7536 539.1449  637.3478  363.60870 0.26714038  528.5652
## 80   1440.2979  1019.7447 556.3936  652.4362  410.07447 0.28923702  552.0213
## 81   1255.8846   912.0000 506.6346  659.1346  211.90385 0.17218671  530.8269
## 82   1392.7556   944.8222 523.0444  613.5556  688.71111 0.50048924  668.5778
## 83   1208.3333   876.8148 485.6667  566.4815  736.51852 0.57434103  626.5185
## 84   1286.3261   927.2826 515.5870  600.8261  254.45652 0.20703864  472.6522
## 85   1462.8710  1083.9355 622.6452  715.6774  129.74194 0.09390145  493.3226
## 86   1204.6780   858.9322 491.2712  576.7797  192.89831 0.15398007  512.8475
## 87   1171.7500   821.4167 453.5833  745.9167  448.83333 0.29115646  559.7500
## 88   1298.7600  1014.6000 564.9200  782.4000  129.96000 0.08474291  501.1600
## 89    685.0000   660.8000 326.2000  445.8000  384.40000 0.38438057  352.2000
## 90   2173.0485  1398.4078 729.7573  773.2427  603.22330 0.27861942  518.3592
## 91   1324.2424   907.1212 510.7273  609.6061  808.51515 0.66034214  661.1212
## 92   2251.0352  1527.2132 858.2374  926.2110  912.88132 0.37327769  527.2527
## 93   1271.8667   961.1333 518.6667  796.5333  823.80000 0.57548578  581.4667
## 94    797.0000   559.0667 338.2000  430.5333  450.13333 0.49759896  385.0000
## 95   1560.2903   999.4839 656.6129 1081.2903  141.67742 0.08092238  685.9032
## 96   1608.5867  1094.7333 642.0400  720.9867  764.82667 0.48479155  722.3067
## 97   1271.4906   925.7925 535.0000  631.6981  160.75472 0.12670923  549.6226
## 98   1450.4364  1004.5818 584.1455  654.6364  780.90909 0.57064458  632.2545
## 99   1332.5000   951.1786 551.7143  621.4643  209.21429 0.15066664  556.3214
## 100  1346.8462  1009.1538 569.3846  862.3846  100.53846 0.07497696  610.1538
##     lowincpct    lesshs  lesshspct    under5  under5pct   over64 over64pct
## 1   0.4174402 138.30973 0.16106337  82.71681 0.05534797 232.8053 0.1771052
## 2   0.3879962 205.16667 0.19521105  75.91667 0.05013226 295.3750 0.1978350
## 3   0.4884076 175.09091 0.23365562  40.09091 0.04003484 254.7273 0.2567598
## 4   0.4721476 185.36842 0.19164984  62.94737 0.04794065 228.5789 0.1856193
## 5   0.3879327 144.86364 0.16137970  53.36364 0.04277098 292.1364 0.2449194
## 6   0.4580288 145.31250 0.15824990  40.18750 0.03719168 231.2500 0.2414349
## 7   0.4676535 119.65714 0.13187570  65.48571 0.04784239 308.8000 0.2338142
## 8   0.4699756 154.75000 0.18105236  42.20000 0.04088192 206.2500 0.2105177
## 9   0.5282522 154.77419 0.19129775  57.90323 0.05804781 217.8065 0.2077864
## 10  0.2979744 105.81111 0.09390192  58.94444 0.03692417 413.1333 0.3172753
## 11  0.3552642 109.04545 0.09264570  83.55844 0.05113294 313.5844 0.1882356
## 12  0.4088125 211.34483 0.19905904  73.68966 0.04662198 296.4828 0.2045420
## 13  0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255 0.1423851
## 14  0.4369692 192.14516 0.20592006  66.72581 0.05082282 249.4516 0.1942544
## 15  0.2440306 173.66667 0.12930086  82.00000 0.03515260 297.0000 0.1499563
## 16  0.2754435  63.93056 0.08136868  41.16667 0.03641695 225.5139 0.2491433
## 17  0.3974021 190.22222 0.20542034  58.77778 0.04116708 255.0000 0.2043939
## 18  0.3637524 168.67368 0.15466219  93.47368 0.05579495 281.4632 0.1737724
## 19  0.3080175 172.17143 0.13077810  98.65714 0.04966536 465.8857 0.2216028
## 20  0.4130994 138.66667 0.14873041  53.76190 0.03644420 372.2381 0.2927199
## 21  0.3595807 120.14286 0.13844495  47.42857 0.03680705 237.2857 0.2037117
## 22  0.4301222 136.85714 0.12365401  57.28571 0.04092866 453.1429 0.2840903
## 23  0.4598837 138.31169 0.16966641  69.98701 0.05510341 226.2078 0.1892872
## 24  0.4751125 154.51064 0.17251402  59.97872 0.04705761 229.6170 0.2052754
## 25  0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344 0.1856566
## 26  0.4321061  97.44103 0.10091263 130.36923 0.07146213 191.2821 0.1234708
## 27  0.2669347 132.00000 0.09136921  93.33333 0.04177162 266.4000 0.1572178
## 28  0.2152911  56.03125 0.05064283  52.40625 0.03357815 224.4062 0.1591291
## 29  0.4134189 176.68519 0.18121879  83.22222 0.05200953 267.2130 0.1801980
## 30  0.2957047 159.16000 0.13818610  79.24000 0.04207496 332.5200 0.2021550
## 31  0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529 0.1803315
## 32  0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961 0.1355834
## 33  0.5205601 158.25532 0.20412254  66.85106 0.05850100 208.2766 0.1971776
## 34  0.3857062 114.95885 0.12358054  93.57613 0.05999410 232.6420 0.1587560
## 35  0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333 0.1769237
## 36  0.4083612 131.69364 0.16806135  74.67052 0.05784186 195.1272 0.1653679
## 37  0.3064562 114.50000 0.13856905  47.60000 0.03636652 221.3000 0.2040917
## 38  0.5102192 143.87500 0.20654299  44.62500 0.04369245 248.7500 0.2319127
## 39  0.3574983 203.81250 0.17857174  90.59375 0.04478424 297.4688 0.1792519
## 40  0.4430114 297.69231 0.25728639  82.15385 0.04960535 245.7692 0.1483293
## 41  0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836 0.1476139
## 42  0.5291127 160.84314 0.23226848  53.37255 0.04872362 198.0980 0.2124153
## 43  0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885 0.1390586
## 44  0.3501710 112.14583 0.12502418  59.64583 0.04432084 303.0833 0.2356631
## 45  0.3301508 118.69444 0.10951766  76.79167 0.04756194 395.8889 0.2535953
## 46  0.4943198 183.00000 0.21197049  58.42105 0.04714758 238.5263 0.1945493
## 47  0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600 0.1116875
## 48  0.3094445 118.16667 0.12494005  46.66667 0.03172541 147.8333 0.1205571
## 49  0.3213845 116.20536 0.12328063  85.83036 0.05558499 234.3661 0.1568829
## 50  0.4158219 120.80769 0.11329549  75.00000 0.04741464 306.7692 0.2006694
## 51  0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571 0.1462530
## 52  0.5212350 191.00000 0.18566867  61.85714 0.04480687 293.2857 0.2049262
## 53  0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027 0.1586252
## 54  0.5143607 165.95745 0.21593098  69.74468 0.05918334 233.1064 0.1924665
## 55  0.3792087 167.14000 0.15292776  82.28000 0.05396395 275.2200 0.1702729
## 56  0.4300900 170.41935 0.16820049  63.61290 0.03928795 283.7097 0.2056833
## 57  0.3840277 104.92857 0.11932434  60.10714 0.04991263 344.7500 0.2819852
## 58  0.3966755 139.31250 0.15180438  59.75000 0.04371874 280.3750 0.2184594
## 59  0.4439387 131.76190 0.16717262  58.71429 0.05121487 239.5238 0.2352747
## 60  0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928 0.1133439
## 61  0.3517350 122.92857 0.17358753  47.78571 0.03800812 257.7857 0.2524531
## 62  0.4545660 178.77273 0.20578410  68.77273 0.04861627 238.9545 0.2055715
## 63  0.3225237 116.36842 0.11253872  94.08772 0.05588676 398.2105 0.2316239
## 64  0.3901742 145.21538 0.16136440  81.32308 0.05293687 250.6769 0.1859334
## 65  0.3617816  89.73333 0.07403077  94.28333 0.04764066 311.8917 0.1643263
## 66  0.4662727 140.36364 0.19343314  42.09091 0.04624607 222.7727 0.2596166
## 67  0.3990539  94.21875 0.09443355 182.72917 0.08478579 174.9688 0.1040546
## 68  0.3056277  86.37333 0.07371168  87.90667 0.04260098 244.8533 0.1307914
## 69  0.3808610  91.69231 0.11334706  35.61538 0.03404130 275.6154 0.2586799
## 70  0.4061748 139.42308 0.14148143  95.61538 0.07014012 244.8846 0.1725477
## 71  0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938 0.1809942
## 72  0.3265051 113.41667 0.11926838  51.00000 0.04028613 298.5833 0.1937675
## 73  0.3897150 146.65385 0.15027934  79.19231 0.05030882 277.9615 0.2040040
## 74  0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312 0.1349315
## 75  0.3180246 119.41667 0.08926729  56.50000 0.03136032 501.3333 0.3053656
## 76  0.4104823 213.19767 0.19328012  94.16279 0.05679491 281.5465 0.1738452
## 77  0.5046213 147.19512 0.19642232  67.78049 0.06309203 187.6098 0.1703379
## 78  0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977 0.1465583
## 79  0.4101226 165.13043 0.17479987  68.18841 0.04927362 256.6377 0.2021050
## 80  0.3882254 150.19149 0.15112388  83.77660 0.05400757 249.5319 0.1753235
## 81  0.4278625 158.55769 0.17539240  65.25000 0.04654670 264.5192 0.2189072
## 82  0.4881783 210.93333 0.21708758  90.91111 0.06240875 241.4667 0.1768444
## 83  0.5494986 176.70370 0.19973572  81.55556 0.06262461 220.7407 0.1778456
## 84  0.3902536 138.23913 0.15191692  74.76087 0.05447396 244.3913 0.1884201
## 85  0.3482443 178.35484 0.17394059  66.16129 0.04351066 293.4839 0.2079573
## 86  0.4217325 186.35593 0.21400064  62.88136 0.05045109 240.4915 0.2018956
## 87  0.4205642 178.41667 0.20406917  74.83333 0.04973617 227.5833 0.1929271
## 88  0.3971499 116.00000 0.11777856  56.40000 0.04337018 389.0000 0.2880976
## 89  0.4084500 161.80000 0.20181076  23.40000 0.02435449 175.2000 0.1794784
## 90  0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476 0.1287587
## 91  0.5370607 181.75758 0.21836497  83.75758 0.07088052 234.7273 0.1739225
## 92  0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242 0.1242591
## 93  0.4378546 187.53333 0.18868625  57.13333 0.04445049 315.7333 0.2488037
## 94  0.4404899 112.20000 0.18006760  42.40000 0.04705728 184.9333 0.2228574
## 95  0.4140439 104.61290 0.09945259  57.67742 0.03805517 264.5161 0.1773820
## 96  0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267 0.1637939
## 97  0.4335968 198.52830 0.21727845  64.24528 0.04622024 264.2830 0.2089182
## 98  0.4934099 197.81818 0.22799302  87.72727 0.05433693 251.0727 0.1758329
## 99  0.4282694 180.42857 0.18439632  70.71429 0.05350090 257.4286 0.1938092
## 100 0.4525804 159.69231 0.15618317  63.53846 0.04504534 336.8462 0.2496380
##       pre1960 pre1960pct  vuleopct     vuleo      dispeo      dslpm   cancer
## 1   149.39823 0.26917124 0.3919140  535.9212   32.591983 0.31652977 34.59308
## 2    98.83333 0.15204557 0.2614009  405.8671 -141.949213 0.17280304 30.84475
## 3   111.36364 0.14555685 0.3073918  308.8310  -44.500683 0.09937925 21.84325
## 4   162.52632 0.27776011 0.5158688  670.7667  199.008126 0.17955891 35.18457
## 5   138.45455 0.18089747 0.2326394  276.5605 -154.695441 0.09294807 20.98061
## 6   132.43750 0.20044189 0.2765775  300.3192  -87.110398 0.09034049 20.49582
## 7   140.51429 0.21691664 0.4263847  519.7859   41.685262 0.15565777 26.63451
## 8   114.80000 0.23759821 0.5346044  572.3331  224.436740 0.13397961 26.28007
## 9    86.12903 0.16127426 0.4930751  530.2882  144.346120 0.14271858 29.93067
## 10   32.61111 0.04079631 0.2229890  348.2231 -151.043062         NA       NA
## 11  182.86364 0.25920849 0.2604397  414.2111 -171.080960 0.25221749 27.28900
## 12  157.81034 0.22869348 0.2853118  468.8633  -79.000322 0.22037398 32.32983
## 13  148.53191 0.24402483 0.3324521  657.2000 -101.875670 0.43115183 38.02914
## 14  141.27419 0.25445192 0.2866018  354.1364 -113.060554 0.20561481 31.33500
## 15  118.00000 0.15064087 0.2021717  419.5000 -197.223193 0.15473071 23.80679
## 16   88.25000 0.14579878 0.2002290  209.5189 -129.530331         NA       NA
## 17  143.33333 0.22032932 0.3936879  495.2352   47.643057 0.17573368 30.89038
## 18  132.84211 0.20538870 0.3006963  497.5845  -86.769046 0.27514719 35.77856
## 19  110.14286 0.14734296 0.2882484  576.4735 -129.813681 0.21132811 33.67628
## 20   98.76190 0.12519774 0.2464088  329.2558 -137.412566 0.11272115 25.91320
## 21  135.00000 0.20327347 0.3442479  424.2037   64.816078 0.14649305 24.60909
## 22  128.42857 0.12577411 0.2424457  386.4494 -160.690102 0.09703504 24.81827
## 23  116.22078 0.21392041 0.3743418  454.6878    7.754956 0.27300703 36.16066
## 24  116.02128 0.21920903 0.4357531  530.8153  106.580370 0.14971195 30.14047
## 25  107.82812 0.19839682 0.3746689  547.6264  -22.869893 0.15709208 28.68126
## 26   75.18462 0.12772951 0.4968006  828.0457  224.803074         NA       NA
## 27   72.06667 0.07546156 0.1848275  349.8125 -259.318962         NA       NA
## 28   87.46875 0.06585532 0.1518827  232.1986 -163.410813         NA       NA
## 29  125.62963 0.20380424 0.3150962  442.1939  -97.844722 0.30975191 35.46591
## 30  133.28000 0.19491758 0.2241477  382.7131 -212.217265 0.26214080 33.62059
## 31  148.17647 0.19559573 0.4947542  880.0032  264.714198 0.15359399 29.10694
## 32  142.73203 0.21464011 0.4489100  915.7598  206.299586 0.42433954 39.47396
## 33  141.44681 0.28564615 0.5853710  649.2844  247.364121 0.21027140 29.79396
## 34  138.97119 0.23743353 0.4102547  611.1772   69.565758 0.32319878 35.65933
## 35  122.73333 0.14287362 0.4043219  783.4805   17.201756 0.19755063 32.25461
## 36  118.75723 0.25656432 0.3504593  407.1872  -36.250065 0.37583540 39.66390
## 37  121.70000 0.24954233 0.3407402  387.6701  -21.892642 0.15082953 26.09084
## 38   98.62500 0.15145431 0.3209090  328.2875  -50.574856 0.08549048 22.75260
## 39  123.90625 0.22249930 0.4032595  696.1428   44.479119 0.22703138 34.50889
## 40  117.38462 0.17642192 0.4758806  804.7418  232.352740 0.15781048 28.32582
## 41  144.51712 0.25187886 0.4575694  772.4190  137.304832         NA       NA
## 42  141.98039 0.32554635 0.5740369  577.5869  218.267264 0.22280477 31.13998
## 43  119.26230 0.16789414 0.3976172  834.1685   77.217501 0.21282488 34.21505
## 44  170.29167 0.27994441 0.2099602  256.1733 -189.773316 0.13080635 22.33353
## 45  111.01389 0.14655408 0.2509543  379.2198 -179.753889         NA       NA
## 46  124.47368 0.24906385 0.5854527  730.2465  279.982308 0.15574047 27.98550
## 47   64.80000 0.10680578 0.5255530 1096.9498  342.657287         NA       NA
## 48   72.33333 0.08205631 0.2887973  385.0393   66.671538         NA       NA
## 49   96.66964 0.17699338 0.2845196  412.0953 -133.516704 0.33445751 35.22766
## 50  121.57692 0.12965477 0.2929761  494.0606  -81.597925 0.10358560 22.44427
## 51  115.14286 0.17331659 0.3764352  761.6580  -44.453147 0.26336824 32.23070
## 52  154.00000 0.22027435 0.4357965  618.1292  127.560687 0.12913767 28.38102
## 53  113.48649 0.19075968 0.4317508  675.1211   99.544223 0.23751193 34.57777
## 54  163.97872 0.31277669 0.5367085  600.3022  169.028421 0.19174867 28.79850
## 55  100.84000 0.17838677 0.2663940  407.8475 -169.082360 0.27066314 35.37423
## 56  145.67742 0.21931611 0.2811497  401.6876 -113.720770 0.18049430 27.73757
## 57  146.17857 0.17015179 0.2447273  294.2633 -141.024552 0.10728014 24.04552
## 58  153.93750 0.23739674 0.2262388  294.0973 -179.757404 0.12293083 23.88297
## 59  161.95238 0.29790155 0.4820070  496.8406  107.995216 0.15708419 26.69859
## 60   85.37117 0.13903627 0.4058329  780.2090  107.345544         NA       NA
## 61  167.78571 0.28102585 0.2129549  229.5586 -150.954604 0.11498830 22.19441
## 62  155.72727 0.24909687 0.4035826  513.8405   73.697335 0.16986314 34.81807
## 63  110.12281 0.16990685 0.2837828  435.6780 -158.565803 0.18304542 35.46156
## 64  125.01538 0.21611892 0.4550814  617.7099  105.464282 0.25970971 31.13754
## 65  132.41667 0.19807151 0.2980415  543.1824 -118.674851         NA       NA
## 66  140.77273 0.29890600 0.5263661  504.4648  179.469161 0.16710775 29.46246
## 67   67.39583 0.11383226 0.3677010  726.9245   11.467733         NA       NA
## 68   98.25333 0.14245257 0.3048268  576.5700  -98.480650 0.34352809 36.04644
## 69   96.30769 0.16168913 0.3156917  322.7673  -24.404257         NA       NA
## 70  160.92308 0.31534397 0.4369570  624.2673   86.440134 0.20981541 24.66018
## 71   87.90625 0.11462612 0.2749736  523.4460 -129.833675         NA       NA
## 72   96.50000 0.14325266 0.2851576  371.1532  -26.112882 0.14477123 23.80005
## 73  150.92308 0.23806169 0.3713218  537.5622    2.105488 0.19609886 31.66348
## 74   89.69792 0.16668811 0.4554483  821.9861  167.555219 0.24078693 29.04834
## 75  223.66667 0.22659512 0.2282044  398.8702 -204.983705 0.19421313 30.18075
## 76  126.93023 0.18688962 0.3102307  504.3061  -84.483258 0.26155204 34.46271
## 77  122.90244 0.26032744 0.4618131  504.4140  114.023843 0.20145933 35.34499
## 78  109.00000 0.20357671 0.6431741  980.2410  443.135290 0.22040500 32.47018
## 79  196.75362 0.31364523 0.3386315  450.2984  -18.222421 0.21340966 31.89096
## 80  175.23404 0.29282884 0.3387312  490.9233  -35.121845 0.35304974 36.59263
## 81  163.69231 0.26517778 0.3000246  377.0244  -76.162290 0.21621754 34.06881
## 82  120.44444 0.20907603 0.4943338  683.7422  183.444967 0.16318634 30.51232
## 83  121.22222 0.24794633 0.5619198  702.2288  239.642104 0.19567271 35.15641
## 84  185.00000 0.34485209 0.2986461  371.7971  -98.782171 0.25156630 38.86160
## 85  115.22581 0.16485219 0.2210729  314.8444 -209.658893 0.17646868 29.92433
## 86  137.57627 0.23097666 0.2878563  357.2810  -75.558754 0.18749997 28.03075
## 87  107.25000 0.14826737 0.3558603  508.1537   87.421784         NA       NA
## 88  145.44000 0.22364280 0.2409464  323.8429 -150.970825 0.10196269 24.20718
## 89  127.80000 0.23118452 0.3964153  384.6713   92.880395 0.12935258 23.23082
## 90   67.33981 0.10678785 0.2727480  566.8866 -212.679081 0.33612482 36.75110
## 91  133.51515 0.26420751 0.5987014  740.7816  263.339938 0.23126831 33.08215
## 92   65.79341 0.10077470 0.3123999  727.1955  -87.512275 0.42932467 36.51520
## 93  144.33333 0.20662887 0.5066702  716.6377  243.590316 0.16923835 30.93600
## 94   97.13333 0.20507851 0.4690444  418.3383  131.293687 0.13331156 24.87767
## 95  135.35484 0.14139952 0.2474831  482.2409 -136.091413 0.12426784 21.94132
## 96  123.17333 0.20809333 0.4752131  752.3040  166.682069 0.20878279 31.65313
## 97  122.67925 0.21392598 0.2801530  359.9629  -97.558045 0.15159615 27.88877
## 98  146.32727 0.27139031 0.5320272  715.1185  191.312987 0.25919652 31.51647
## 99  145.67857 0.24983535 0.2894680  385.4222  -91.041604 0.20863734 30.39726
## 100 170.30769 0.21326206 0.2637787  358.0441 -123.315183 0.09633023 21.61371
##          resp    ptraf       pwdis        pnpl       prmp      ptsdf    ozone
## 1   0.4576592       NA          NA 0.018487268 0.46651075 1.08713271 43.45316
## 2   0.3938572       NA          NA 0.037912568 0.09692420 0.12815287 43.16748
## 3   0.2680125       NA          NA 0.049249745 0.04654865 0.04657801 42.31874
## 4   0.4911926       NA          NA 0.045261657 0.05523394 0.23587285 42.09358
## 5   0.2573567       NA          NA 0.070518297 0.02690828 0.22496000 42.85610
## 6   0.2441193       NA          NA 0.016394080 0.02883423 0.05077100 42.75757
## 7   0.3599771       NA          NA 0.156930039 0.21707499 0.27701601 39.17018
## 8   0.3434102       NA          NA 0.016108952 0.17717621 0.05320158 39.68727
## 9   0.4174150       NA          NA 0.025594423 0.18182049 0.16304169 39.02552
## 10         NA       NA          NA 0.069348304 0.14680634 0.36927853 37.20899
## 11  0.3505627       NA          NA 0.170159994 0.23896088 1.47101235 43.01987
## 12  0.4271602       NA          NA 0.018509797 0.60736785 0.60848659 42.68886
## 13  0.5219152       NA          NA 0.215837087 0.40999325 0.67363869 46.20573
## 14  0.4103644       NA          NA 0.020028869 0.79875696 1.46360828 42.81260
## 15  0.3058080       NA          NA 0.016490846 0.14004003 0.09201705 40.84772
## 16         NA       NA          NA 0.042450175 0.04642283 0.29240034       NA
## 17  0.4054905       NA          NA 0.038654448 0.09087409 0.11376247 42.59759
## 18  0.4574717       NA          NA 0.043979867 0.71651389 1.54476147 44.06155
## 19  0.4570581       NA          NA 0.030940689 0.39990107 0.14415137 42.77030
## 20  0.3310356       NA          NA 0.011506724 0.11398211 0.15278969 39.93143
## 21  0.3230565       NA          NA 0.012155968 0.04779760 0.06446356 39.48394
## 22  0.3090753       NA          NA 0.012503830 0.05276495 0.07688091 38.52373
## 23  0.4749268       NA          NA 0.106017820 0.39733422 0.61789945 43.77920
## 24  0.4188799       NA          NA 0.038614054 0.06998162 0.31620173 37.60878
## 25  0.4230975       NA          NA 0.106926145 0.42529881 0.37592439 38.15876
## 26         NA       NA          NA 0.172371297 0.38488849 0.95848908 42.57637
## 27         NA       NA          NA 0.016751439 0.09288359 0.04610997       NA
## 28         NA       NA          NA 0.007005027 0.16419952 0.21525972       NA
## 29  0.4711024       NA          NA 0.027097171 0.47450556 0.85883220 45.75724
## 30  0.4463013       NA 0.001438777 0.039966488 0.19717246 0.32604591 45.29172
## 31  0.3960308       NA          NA 0.018890780 0.19092452 0.11223393 38.91913
## 32  0.4954464       NA          NA 0.072952634 0.48767075 2.53619109 43.33128
## 33  0.3903928       NA          NA 0.015702364 0.60229497 0.44352947 41.06751
## 34  0.4513286       NA          NA 0.027115581 0.45475852 2.80220190 45.62033
## 35  0.4315558       NA          NA 0.029152717 0.14192604 0.26961895 42.36211
## 36  0.5181158       NA          NA 0.333406657 1.08978188 1.69676397 44.64218
## 37  0.3409217       NA          NA 0.022082794 0.05798133 0.07133688 39.87465
## 38  0.2944589       NA          NA 0.015646146 0.05651647 0.07363816 41.10496
## 39  0.4544088       NA          NA 0.309771440 0.23518987 0.82028443 42.89987
## 40  0.3730194       NA          NA 0.018346811 0.06687062 0.09456515 40.92197
## 41         NA       NA          NA 0.014239096 0.68341145 3.47950235 45.49677
## 42  0.4217635       NA          NA 0.012602661 0.48075172 0.39617224 40.64639
## 43  0.4802159       NA          NA 0.031884113 0.26290582 0.17011664 42.33418
## 44  0.2847963       NA          NA 0.263121311 0.56991820 0.23949379 43.09712
## 45         NA       NA          NA 0.159313674 0.19636730 0.85179504 42.23842
## 46  0.3665439       NA          NA 0.014607220 0.08537003 0.24381093 39.84965
## 47         NA       NA          NA 0.075163949 0.69033708 0.12642215 42.44037
## 48         NA       NA          NA 0.008852141 0.01458916 0.01079700       NA
## 49  0.4816882       NA          NA 0.167157907 0.65273912 0.78886206 45.18093
## 50  0.2850856       NA          NA 0.061130664 0.13627221 0.16023591 40.21792
## 51  0.4457265       NA          NA 0.025035707 0.41393380 0.23723157 41.76211
## 52  0.4164428       NA          NA 0.030255525 0.07672506 0.06736424 38.41021
## 53  0.5685818 129.5365          NA 0.024198807 0.32997824 0.98595583 42.39778
## 54  0.3973143       NA          NA 0.018016999 0.40917782 0.24472760 40.11526
## 55  0.4688820       NA          NA 0.040408049 0.53119444 0.71207911 44.62358
## 56  0.3567475       NA          NA 0.027711393 0.22703076 0.40135613 42.49923
## 57  0.3083235       NA          NA 0.023084511 0.26052792 0.04351834 37.77120
## 58  0.3029172       NA          NA 0.033400503 0.11140618 0.27539939 43.80217
## 59  0.3526753       NA          NA 0.031709454 0.17037817 0.03827832 40.02853
## 60         NA       NA          NA 0.067862546 0.66508485 2.90562508 45.63926
## 61  0.2720081       NA          NA 0.020664862 0.04479133 0.20259426 42.99487
## 62  0.4974464       NA          NA 0.024453482 0.29464461 0.13744873 42.48438
## 63  0.4806656       NA          NA 0.227353908 0.17509230 0.20682394 42.23749
## 64  0.4141487       NA          NA 0.014516391 0.47430853 0.76606257 41.45326
## 65         NA       NA          NA 0.128909967 0.46380382 2.50534509       NA
## 66  0.3895834       NA          NA 0.012196882 0.22838202 0.14664309 40.25518
## 67         NA       NA          NA 0.286745662 0.19709319 0.63343122       NA
## 68  0.4767221       NA          NA 0.040670809 0.14261019 1.70097135 43.06996
## 69         NA       NA          NA 0.039207659 0.15626147 0.12481899       NA
## 70  0.3213893       NA          NA 0.017189212 0.65990225 0.72070612 40.29246
## 71         NA       NA          NA 0.036057435 0.09209085 0.12745439       NA
## 72  0.3060401       NA          NA 0.012246907 0.22487321 0.07536073 39.66935
## 73  0.4144187       NA          NA 0.185567328 0.29293685 0.28197182 42.80025
## 74  0.3926509       NA          NA 0.036455741 0.27846276 1.40174886 40.68700
## 75  0.3892443       NA          NA 0.054191449 0.06769332 0.06543010 42.61664
## 76  0.4531987       NA          NA 0.015957430 0.33723267 0.95011376 44.24613
## 77  0.4992846 138.3595          NA 0.109754706 0.41265198 0.31866491 41.82070
## 78  0.4575729       NA          NA 0.024348766 0.54838042 0.31598072 40.78964
## 79  0.4139661       NA          NA 0.021662653 0.54577698 0.72282342 43.40692
## 80  0.4923564       NA          NA 0.121167003 0.52435863 0.84194379 45.84296
## 81  0.4507877       NA          NA 0.030520071 0.44827288 0.52553177 43.01237
## 82  0.4137775       NA          NA 0.024504754 0.34267322 0.24234168 40.44053
## 83  0.4991327       NA          NA 0.030816195 0.30240859 0.28337228 41.85259
## 84  0.4982897       NA          NA 0.031207508 0.30997159 0.19452894 43.96000
## 85  0.3784246       NA          NA 0.024554835 0.09221757 0.32579919 43.85664
## 86  0.3634573       NA          NA 0.032553165 0.42729318 0.17932866 42.81762
## 87         NA       NA          NA 0.028924486 0.04305214 0.20126995 40.71103
## 88  0.2988564       NA          NA 0.036143224 0.20702273 0.76833204 41.13817
## 89  0.2950123       NA          NA 0.009602298 0.13897133 0.03473965 38.95505
## 90  0.5062466       NA          NA 0.050049336 0.34594334 1.01051814 43.77941
## 91  0.4339669       NA          NA 0.053054379 0.35135000 0.60129843 42.10568
## 92  0.4943147       NA          NA 0.127167325 0.22285693 2.04847960 43.24921
## 93  0.4110591       NA          NA 0.023064707 0.04557286 0.04271949 41.31524
## 94  0.3325719       NA          NA 0.018353096 0.30255465 0.05122357 39.13543
## 95  0.2672414       NA          NA 0.025480489 0.02745375 0.43563828 42.88532
## 96  0.4197343       NA          NA 0.013158771 0.18919366 0.54042891 41.01689
## 97  0.3647305       NA          NA 0.036488529 0.68584650 0.32942549 42.38774
## 98  0.4133079 201.7222          NA 0.014350935 0.95566333 0.60423848 41.58397
## 99  0.4044873       NA          NA 0.127921350 0.17458549 0.19750888 43.62504
## 100 0.2668410       NA          NA 0.028564969 0.04211164 0.35770114 43.58217
##         pm25  d_dslpm_2  d_cancr_2 d_ptraf_2  d_pwdis_2    d_pnpl_2   d_ptsdf_2
## 1   8.297337  20.551376  1203.8700        NA         NA   0.5917337   26.870053
## 2   8.401689 -24.041662 -4428.8246        NA         NA  -4.8455965  -20.473410
## 3   7.133256  -4.067480  -987.8557        NA         NA  -2.1888089   -2.472353
## 4   7.856333  36.596005  7057.9545        NA         NA   8.6984956   62.906865
## 5   6.934824 -13.882709 -3251.3249        NA         NA -12.4242546  -33.067156
## 6   6.909698  -7.962184 -1806.5473        NA         NA  -1.4888087   -5.161336
## 7   7.163471  11.160443  1190.8372        NA         NA  32.3761427   60.770019
## 8   7.278513  30.140105  5922.3808        NA         NA   3.9088078   10.760871
## 9   7.724246  20.639936  4327.5557        NA         NA   4.1458859   20.649824
## 10  7.038491         NA         NA        NA         NA -10.6908290  -71.182700
## 11  7.345986 -34.807720 -4595.5819        NA         NA -31.6276999 -155.673361
## 12  8.180606 -14.220791 -2495.3479        NA         NA  -1.5658187  -26.736616
## 13  8.761144 -33.020743 -3669.8362        NA         NA   6.1549285  -49.727602
## 14  8.063705 -19.448456 -3585.2037        NA         NA  -2.5014372  -34.284646
## 15  6.815600 -31.166904 -4722.7950        NA         NA  -4.2889766  -21.003086
## 16        NA         NA         NA        NA         NA  -5.9471799  -37.628896
## 17  8.082435   7.942334  1467.0650        NA         NA   1.6848854    4.358018
## 18  8.792430 -17.436018 -2885.2142        NA         NA  -5.1299145  108.927675
## 19  8.350016 -32.181789 -4622.3431        NA         NA  -9.2225248  -48.818261
## 20  7.372454 -16.497980 -3658.6480        NA         NA  -1.5119331  -23.460125
## 21  7.050079  10.168985  1613.3788        NA         NA   0.9058248    6.340625
## 22  7.243753 -15.284781 -3979.9191        NA         NA  -2.0101190  -11.908486
## 23  8.837614   6.773251   343.0038        NA         NA   3.6018711   27.185857
## 24  7.551723  16.496518  3253.2133        NA         NA   5.6111725   56.877641
## 25  7.074984  -1.149317  -815.0022        NA         NA  -8.6836342   14.583209
## 26  8.496981         NA         NA        NA         NA  51.3032435  219.351608
## 27        NA         NA         NA        NA         NA  -5.9192294  -13.446060
## 28        NA         NA         NA        NA         NA  -1.5999880  -49.567393
## 29  8.415621 -18.788098 -3233.2286        NA         NA  -2.6541790   49.439837
## 30  8.444352 -54.564412 -7137.7812        NA -0.3881073  -8.3060765  -71.887248
## 31  7.685799  42.282331  7716.2569        NA         NA   4.3315632   22.174539
## 32  8.889867  99.323169  8727.8340        NA         NA  15.0891989  642.048733
## 33  7.849900  59.011437  7571.0044        NA         NA   3.6399680  144.296965
## 34  8.323611  32.605858  2701.6437        NA         NA   1.2231501  447.856464
## 35  8.351386   1.722497   535.1733        NA         NA   0.6129208   -3.971657
## 36  9.068831  -5.934967 -1126.4565        NA         NA   2.6733595  122.561959
## 37  7.206519  -3.327160  -566.2376        NA         NA  -0.5275630   -2.414226
## 38  7.178174  -5.027040 -1171.6520        NA         NA  -0.8971101   -3.744216
## 39  8.461853  16.227701  1752.3992        NA         NA  66.8292110  134.634349
## 40  7.861686  36.680871  6588.0666        NA         NA   4.1996196   23.713563
## 41  8.297834         NA         NA        NA         NA   1.8795799  846.567614
## 42  7.813898  43.870843  6684.4612        NA         NA   2.7857882   48.171735
## 43  8.512906  17.262215  2627.8827        NA         NA   2.5933520   14.628112
## 44  7.094344 -23.576567 -4205.6319        NA         NA -44.9660626  -43.633784
## 45  7.545074         NA         NA        NA         NA -22.5928132 -131.960213
## 46  7.400615  42.835331  7816.2670        NA         NA   4.1457976   81.766808
## 47  8.237348         NA         NA        NA         NA  22.2835949   35.941428
## 48        NA         NA         NA        NA         NA   0.9905509    1.162028
## 49  8.764580 -39.305533 -4823.7465        NA         NA   1.5717447   -7.998501
## 50  7.084506 -10.091257 -1871.3535        NA         NA  -5.5929307  -21.810297
## 51  8.473712  -9.279486 -1500.3830        NA         NA  -2.2163470   10.276220
## 52  7.287337  16.318307  3657.2599        NA         NA   4.0569737    7.905455
## 53  8.334647  28.768817  3472.7808  26375.88         NA   2.2668094  274.399867
## 54  7.688266  35.785793  4908.2969        NA         NA   3.0015053   45.188111
## 55  8.937224 -40.577344 -5884.8501        NA         NA  -7.3761768  -61.355040
## 56  7.532774 -16.968279 -3077.8925        NA         NA  -3.2626041  -31.250327
## 57  7.115526 -13.922160 -3354.1415        NA         NA  -3.2152458   -6.348176
## 58  7.177182 -22.799946 -4321.9475        NA         NA  -6.5309125  -62.643841
## 59  7.372141  17.610881  2897.1718        NA         NA   2.6588976    4.101619
## 60  9.053602         NA         NA        NA         NA   9.7903646  488.219227
## 61  6.937168 -17.519777 -3352.1092        NA         NA  -3.1144198  -32.540697
## 62  7.548112  12.808992  2579.9124        NA         NA   2.4536235   10.200370
## 63  7.873792 -28.471171 -5800.1959        NA         NA -30.5899005  -21.820700
## 64  8.070645  31.534701  3323.5950        NA         NA   1.4960622  122.542673
## 65        NA         NA         NA        NA         NA   0.6620284   61.446172
## 66  7.667405  31.739172  5377.0854        NA         NA   2.0529568   23.247924
## 67        NA         NA         NA        NA         NA  37.7457720   87.909405
## 68  8.642183 -26.492157 -3277.0682        NA         NA  -3.5618019    7.150624
## 69        NA         NA         NA        NA         NA  -1.8526777    2.115135
## 70  6.873827  24.157500  2222.2731        NA         NA   1.5422046  151.600314
## 71        NA         NA         NA        NA         NA  -4.9715778  -43.661769
## 72  6.968614  -3.732316  -600.7129        NA         NA  -0.3830521   -5.012284
## 73  8.243473   7.858191   156.6856        NA         NA  18.4907939   53.187849
## 74  7.640995  46.381466  4914.9433        NA         NA   6.1619742  404.075452
## 75  8.065378 -40.768210 -6189.2647        NA         NA -11.8460834  -13.917710
## 76  8.098258 -18.110936 -2812.9806        NA         NA  -1.4765618  -16.144480
## 77  7.775240  23.949293  4014.6142  23287.06         NA  11.4159067   44.309148
## 78  8.097868  93.864929 14312.4573        NA         NA  11.1722174  108.347311
## 79  7.935987  -2.351094  -561.4391        NA         NA  -0.1120998   30.122316
## 80  8.610601  -1.456152 -1092.5594        NA         NA   1.1215722   83.884744
## 81  8.377364 -12.060370 -2452.1705        NA         NA  -2.2982708  -22.498194
## 82  8.094001  29.088417  5546.7069        NA         NA   3.8187215   60.106797
## 83  8.046123  48.043113  8486.5525        NA         NA   7.2844649   80.502987
## 84  8.056566 -19.782266 -3404.0299        NA         NA  -4.2377916  -25.704413
## 85  7.818871 -36.860752 -6276.2788        NA         NA  -5.4273462  -61.845069
## 86  7.638205 -13.312812 -2111.8831        NA         NA  -2.5116317  -12.637766
## 87  7.311667         NA         NA        NA         NA   3.9835576    2.156075
## 88  7.122076 -16.078811 -3692.1865        NA         NA  -5.7060760  -77.628447
## 89  6.717312  12.014319  2157.6878        NA         NA   1.1212571    4.175012
## 90  8.611828 -67.587978 -7958.5588        NA         NA -12.8474404 -188.926294
## 91  8.223186  61.006643  8724.8916        NA         NA  13.0669557  173.633556
## 92  8.914699 -22.203707 -3083.1211        NA         NA -11.3647092  -39.392885
## 93  7.980443  40.327023  7541.5281        NA         NA   6.0486761   11.418495
## 94  7.030489  17.607095  3307.8067        NA         NA   2.6680361    8.512272
## 95  6.975358 -14.157800 -2943.2669        NA         NA  -3.6352602   -6.007321
## 96  8.147968  38.922582  5520.0693        NA         NA   2.0729228  160.277817
## 97  7.707809 -12.019035 -2652.8743        NA         NA  -3.6963547   -1.835258
## 98  8.106571  52.645706  6138.7943  55491.22         NA   2.6572699   84.425278
## 99  8.100779 -16.699409 -2764.4715        NA         NA  -9.7790314  -11.400715
## 100 6.937257 -11.385999 -2649.4924        NA         NA  -3.5844913  -43.146908
##      d_ozone_2    d_pm25_2 state_name region  arealand    areawater     npl_cnt
## 1    1412.7912   275.69598         NA      4   9705172    247718.31 0.000000000
## 2   -6126.9818 -1194.02764         NA      4  28056590    393582.83 0.000000000
## 3   -1882.2382  -321.03837         NA      4  55191000    337730.82 0.000000000
## 4    8363.9082  1560.80197         NA      4  72446218    768590.16 0.000000000
## 5   -6622.9999 -1074.63713         NA      4  50040991    367869.32 0.045454545
## 6   -3720.8510  -603.55075         NA      4  40037633     27830.31 0.000000000
## 7    1664.1217   307.71381         NA      4  61565730   9684688.54 0.028571429
## 8    8919.1509  1639.44463         NA      4  90542929   5454406.80 0.000000000
## 9    5627.3801  1112.53197         NA      4  73093152   1064866.65 0.000000000
## 10  -5627.6207 -1058.05120         NA      4  24437611   5765756.80 0.022222222
## 11  -7355.8743 -1256.31243         NA      4  11041032     58070.15 0.019480519
## 12  -3384.0428  -652.44374         NA      4  22605981    357239.59 0.000000000
## 13  -4691.6710  -889.47173         NA      4   9953214     74539.27 0.010638298
## 14  -4853.3678  -927.94003         NA      4  19712782    113522.63 0.000000000
## 15  -8023.2817 -1355.29350         NA      4 103741447  30185484.17 0.000000000
## 16          NA          NA         NA      4  18259670  29597977.11 0.000000000
## 17   2023.8269   383.94511         NA      4  61205150    480215.61 0.000000000
## 18  -3859.3651  -763.77852         NA      4  10942641    399422.35 0.000000000
## 19  -5567.3707 -1158.05598         NA      4  50446868   2018138.14 0.000000000
## 20  -5475.3532 -1022.56329         NA      4  56182579   1372616.38 0.000000000
## 21   2556.6407   456.73971         NA      4  31941424  11283297.29 0.000000000
## 22  -6187.3632 -1162.38009         NA      4  79543501   2145393.57 0.000000000
## 23    343.2925    71.52735         NA      4  15614148    132462.92 0.012987013
## 24   4003.8245   802.22877         NA      4  51695964    930300.91 0.021276596
## 25   -837.4091  -155.75899         NA      4  28594956   2698672.06 0.015625000
## 26   9598.2731  1916.24931         NA      4   8667309     78378.02 0.010256410
## 27          NA          NA         NA      4  45227721  45668265.87 0.000000000
## 28          NA          NA         NA      4  31017168  93766326.81 0.000000000
## 29  -4476.5123  -820.86207         NA      4  13265850    346779.90 0.000000000
## 30  -9617.6567 -1788.75372         NA      4  27318712    295964.04 0.000000000
## 31  10382.2872  2060.47422         NA      4  62063541    417449.38 0.000000000
## 32   8958.4183  1849.54677         NA      4   4849070    193160.93 0.000000000
## 33  10169.6682  1952.81060         NA      4  27852463     79027.81 0.000000000
## 34   3215.2821   584.02608         NA      4   4346296     48495.04 0.000000000
## 35    689.6062   129.34560         NA      4  42458569    239289.40 0.000000000
## 36  -1630.3906  -329.21562         NA      4   5325499    119233.55 0.023121387
## 37   -872.4392  -156.60694         NA      4  88218172   1329200.80 0.000000000
## 38  -2075.0431  -365.84585         NA      4  94523270   3132579.12 0.000000000
## 39   1890.2985   371.67512         NA      4  43057817    453239.12 0.062500000
## 40   9504.4834  1826.07701         NA      4  53142391     93645.31 0.000000000
## 41   6257.0133  1147.20753         NA      4   5728933    104180.57 0.000000000
## 42   8879.3636  1704.97188         NA      4  36754266    331863.08 0.000000000
## 43   3260.2272   653.52078         NA      4  25264115    268315.61 0.000000000
## 44  -8171.0675 -1344.17127         NA      4  29869038     50801.62 0.041666667
## 45  -7587.5981 -1347.88146         NA      4  13415068     76909.72 0.013888889
## 46  11155.0741  2069.00279         NA      4  48141543    986179.95 0.000000000
## 47  14529.8940  2821.84540         NA      4  40416017    158293.84 0.000000000
## 48          NA          NA         NA      4 264322562 365493493.83 0.000000000
## 49  -6096.9352 -1185.70080         NA      4  13278118    537423.62 0.017857143
## 50  -3208.9149  -580.48084         NA      4  48930129    375165.04 0.000000000
## 51  -1893.8139  -394.15708         NA      4  24396212    137658.19 0.000000000
## 52   4868.1102   921.52809         NA      4 174405280    861689.29 0.000000000
## 53   4221.5015   834.74241         NA      4  17854254    289872.68 0.000000000
## 54   6787.8277  1298.48307         NA      4  21992128    125538.32 0.000000000
## 55  -7610.6373 -1511.69317         NA      4  15324508    467293.00 0.000000000
## 56  -4837.4645  -851.39914         NA      4  36757340    450867.16 0.000000000
## 57  -5315.1500 -1000.27333         NA      4  47691305    378294.18 0.000000000
## 58  -7864.0550 -1288.82711         NA      4  72781108    302547.69 0.000000000
## 59   4338.0003   800.79181         NA      4  56292151     35552.86 0.000000000
## 60   4988.0378   975.92941         NA      4   2443328    105115.93 0.001801802
## 61  -6498.1933 -1048.69635         NA      4  40931456    116285.21 0.000000000
## 62   3067.7774   542.01835         NA      4  57865566   1178178.23 0.000000000
## 63  -6697.1092 -1252.35255         NA      4  31701357    363524.12 0.052631579
## 64   4371.2015   851.37853         NA      4  21534459     95043.48 0.000000000
## 65          NA          NA         NA      4   4148354   2949491.43 0.008333333
## 66   7236.1099  1383.15040         NA      4  63177177   1637540.14 0.000000000
## 67          NA          NA         NA      4  20556435   3864819.19 0.020833333
## 68  -4238.7095  -844.17852         NA      4  13728066    118333.24 0.000000000
## 69          NA          NA         NA      4  67041199  44851672.15 0.000000000
## 70   3479.5683   593.61949         NA      4  22600633   6220967.92 0.000000000
## 71          NA          NA         NA      4  70520162   5088548.94 0.000000000
## 72  -1039.1365  -180.70475         NA      4  53341640  17652458.08 0.000000000
## 73     90.9426    14.49219         NA      4  39082367   1200720.04 0.038461538
## 74   6847.3815  1286.11669         NA      4  17600209     85915.04 0.000000000
## 75  -8734.7907 -1654.64357         NA      4  51300526    163669.58 0.000000000
## 76  -3791.8971  -693.41967         NA      4  23560418    230245.31 0.000000000
## 77   4772.4339   889.46887         NA      4  29924065    378975.37 0.024390244
## 78  18175.1179  3600.08375         NA      4  27879951     57686.30 0.000000000
## 79   -831.7208  -143.43051         NA      4  21231595    267556.83 0.000000000
## 80  -1603.3524  -300.74232         NA      4  14092801    342931.88 0.010638298
## 81  -3265.9712  -626.86692         NA      4  28163005     90245.92 0.000000000
## 82   7336.9841  1466.96740         NA      4  54430165    109418.36 0.000000000
## 83  10032.1969  1930.90257         NA      4  30613706    142295.74 0.000000000
## 84  -4376.4992  -808.38870         NA      4  22247184    548755.46 0.000000000
## 85  -9187.2788 -1639.36547         NA      4  37514194    567236.87 0.000000000
## 86  -3240.1925  -578.82070         NA      4  23430269    175213.41 0.000000000
## 87   3713.3598   621.69114         NA      4 113900872   2701347.25 0.000000000
## 88  -6219.0757 -1083.50442         NA      4  39205660    204405.56 0.000000000
## 89   3618.1602   623.90660         NA      4 202420784 106914890.40 0.000000000
## 90  -9362.5210 -1870.17017         NA      4  15909268    174911.46 0.000000000
## 91  11081.3609  2164.50686         NA      4  19809334   1278306.94 0.000000000
## 92  -3800.9853  -779.20077         NA      4   4752042    127631.20 0.006593407
## 93  10088.0839  1950.18155         NA      4  74094196   2621338.93 0.000000000
## 94   5146.9329   926.95529         NA      4  59830414  13018813.33 0.000000000
## 95  -5828.4766  -952.20496         NA      4  26101949     75234.16 0.000000000
## 96   6811.2478  1354.87258         NA      4  19128510    131402.55 0.000000000
## 97  -4138.7287  -751.11986         NA      4  36872637    129479.87 0.000000000
## 98   7954.1711  1549.22281         NA      4  17309323    260594.36 0.000000000
## 99  -3990.1952  -737.88510         NA      4  30982004    258306.93 0.035714286
## 100 -5385.6333  -856.48143         NA      4  62277694    117273.92 0.000000000
##       tsdf_cnt shape_length shape_area
## 1   0.10619469    16632.472   15255287
## 2   0.04166667    32339.270   43472594
## 3   0.00000000    47686.766   86083790
## 4   0.05263158    48568.005  109294568
## 5   0.09090909    50378.349   78033330
## 6   0.00000000    45198.050   61461012
## 7   0.02857143    44564.024  107704421
## 8   0.05000000    61154.495  147220913
## 9   0.06451613    50571.628  109751216
## 10  0.11111111    26881.791   44096242
## 11  0.16883117    19188.706   16829296
## 12  0.12068966    27128.920   34938538
## 13  0.12765957    15343.280   15120860
## 14  0.22580645    23384.365   30319498
## 15  0.00000000    73406.074  206828689
## 16  0.04166667    30488.246   71248256
## 17  0.00000000    48318.567   95389232
## 18  0.24210526    19163.296   17219368
## 19  0.05714286    41599.773   79732056
## 20  0.09523810    50631.563   86252274
## 21  0.00000000    37789.929   66391123
## 22  0.00000000    60531.914  122190903
## 23  0.10389610    22651.292   23713701
## 24  0.06382979    40543.603   77242900
## 25  0.04687500    28380.221   46878668
## 26  0.07692308    14382.874   13079212
## 27  0.00000000    64336.665  140467177
## 28  0.06250000    54538.082  189463000
## 29  0.11111111    20407.911   20734270
## 30  0.08000000    32458.768   42204499
## 31  0.02941176    48818.850   93187525
## 32  0.25490196    11840.642    7726971
## 33  0.04255319    28704.803   42671458
## 34  0.19341564    11063.320    6750868
## 35  0.13333333    40874.076   65509433
## 36  0.13872832    13072.568    8191518
## 37  0.00000000    64364.255  138657055
## 38  0.12500000    63864.260  147122814
## 39  0.21875000    36843.194   67132497
## 40  0.00000000    47917.445   80468939
## 41  0.25684932    11907.427    8948744
## 42  0.03921569    32279.681   57151700
## 43  0.03278689    29421.345   38483227
## 44  0.04166667    29469.504   45304974
## 45  0.15277778    21643.093   20319338
## 46  0.10526316    42400.040   75903271
## 47  0.00000000    31517.511   60633209
## 48  0.00000000   151760.736  950206957
## 49  0.12500000    19971.202   21050578
## 50  0.03846154    43113.570   74167011
## 51  0.09523810    29534.581   37114395
## 52  0.00000000    99962.269  261941044
## 53  0.21621622    22462.512   27419126
## 54  0.08510638    26119.300   33230534
## 55  0.16000000    22803.171   23870414
## 56  0.12903226    37512.136   56516678
## 57  0.00000000    42171.371   72066349
## 58  0.06250000    55825.639  111497894
## 59  0.00000000    48085.940   85902875
## 60  0.17837838     8468.602    3829650
## 61  0.07142857    44699.656   62867433
## 62  0.04545455    47457.842   88913635
## 63  0.05263158    31083.286   48260569
## 64  0.13846154    25404.856   33088916
## 65  0.24166667    12658.684   10397404
## 66  0.04545455    51636.378  100291031
## 67  0.08333333    23390.838   36225054
## 68  0.09333333    18513.247   21232346
## 69  0.07692308    57417.720  167753223
## 70  0.11538462    24384.921   44424126
## 71  0.03125000    51381.074  111633040
## 72  0.08333333    47811.228  109183126
## 73  0.03846154    31776.675   62288065
## 74  0.17708333    21208.881   26805215
## 75  0.00000000    47430.436   77398465
## 76  0.13953488    27449.779   36162186
## 77  0.02439024    26139.204   45271555
## 78  0.05681818    30367.812   41372113
## 79  0.15942029    27001.804   33248253
## 80  0.12765957    19003.383   21903895
## 81  0.09615385    28997.415   42619730
## 82  0.02222222    43645.134   81452028
## 83  0.11111111    28346.420   45765284
## 84  0.06521739    26219.210   34310976
## 85  0.06451613    39602.696   58901445
## 86  0.05084746    29707.953   36523192
## 87  0.08333333    64159.966  176258315
## 88  0.20000000    38617.028   59158429
## 89  0.00000000    99363.756  472064660
## 90  0.19417476    20752.713   24018825
## 91  0.06060606    23628.939   32586051
## 92  0.16263736    11247.369    7431963
## 93  0.00000000    55853.226  118641479
## 94  0.00000000    45613.673  111088118
## 95  0.06451613    35324.135   40313310
## 96  0.05333333    24325.845   29025849
## 97  0.07547170    36349.714   56948215
## 98  0.12727273    21296.158   26702991
## 99  0.03571429    32201.204   48024718
## 100 0.15384615    54798.255   95288563

##Exploratory Data Analysis

#Lets look at the missingness
library(naniar)
## 
## Attaching package: 'naniar'
## The following object is masked from 'package:skimr':
## 
##     n_complete
vis_miss(full.join)

#A lot of missingness for a few variables, but these aren't being used for our analysis, so we can drop them
full.join <- full.join %>%
  dplyr::select(-contains("ptraf"))%>%
  dplyr::select(-contains("pwdis"))%>%
  dplyr::select(-state_name)
full.join
##           county num_tested per_tested num_high_lead per_highlead_h
## 1       ALAMANCE      1,951       50.1            36           0.02
## 2      ALEXANDER        516       71.6             3           0.60
## 3      ALLEGHANY         75       38.9             1           1.30
## 4          ANSON        204       39.3             5           2.50
## 5           ASHE        259       62.4             0           0.00
## 6          AVERY        176       64.7             3           1.70
## 7       BEAUFORT        675       76.2             5           0.70
## 8         BERTIE        266       76.0             3           1.10
## 9         BLADEN        472       67.8             6           1.30
## 10     BRUNSWICK      1,191       59.7             3           0.30
## 11      BUNCOMBE      2,951       60.5            19           0.60
## 12         BURKE      1,359       75.9            16           1.20
## 13      CABARRUS      2,546       49.9            21           0.80
## 14      CALDWELL      1,069       68.5            10           0.90
## 15        CAMDEN        106       56.7             1           0.90
## 16      CARTERET        691       64.7             7           1.00
## 17       CASWELL        268       63.5             4           1.50
## 18       CATAWBA      2,180       65.2            12           0.60
## 19       CHATHAM        650       49.5             3           0.50
## 20      CHEROKEE        292       61.0             1           0.30
## 21        CHOWAN        177       63.9             1           0.60
## 22          CLAY         96       55.8             0           0.00
## 23     CLEVELAND      1,647       74.0            14           0.90
## 24      COLUMBUS        778       68.0            10           1.30
## 25        CRAVEN      2,087       76.6            16           0.80
## 26    CUMBERLAND      3,248       29.8            47           1.40
## 27     CURRITUCK        165       31.7             1           0.60
## 28          DARE        307       46.4             1           0.30
## 29      DAVIDSON      2,634       75.0            32           1.20
## 30         DAVIE        516       67.3             7           1.40
## 31        DUPLIN      1,001       73.6             5           0.50
## 32        DURHAM      4,558       54.7            23           0.50
## 33     EDGECOMBE        852       69.6             8           0.90
## 34       FORSYTH      5,519       63.4            62           1.10
## 35      FRANKLIN        856       60.5             4           0.50
## 36        GASTON      2,071       40.5            15           0.70
## 37         GATES        102       52.6             1           1.00
## 38        GRAHAM         85       54.5             0           0.00
## 39     GRANVILLE        694       58.4             1           0.10
## 40        GREENE        308       74.9             3           1.00
## 41      GUILFORD      8,773       71.1            74           0.80
## 42       HALIFAX        866       76.6            17           2.00
## 43       HARNETT      1,833       49.1            26           1.40
## 44       HAYWOOD        780       67.4             4           0.50
## 45     HENDERSON      1,231       57.7            13           1.10
## 46      HERTFORD        341       74.1             6           1.80
## 47          HOKE        835       48.4             8           1.00
## 48          HYDE         45       65.2             1           2.20
## 49       IREDELL      2,039       54.4            14           0.70
## 50       JACKSON        492       66.7             3           0.60
## 51      JOHNSTON      2,469       53.5            11           0.40
## 52         JONES        137       70.6             0           0.00
## 53           LEE      1,050       67.7            12           1.10
## 54        LENOIR        992       80.0            17           1.70
## 55       LINCOLN        644       38.7             6           0.90
## 56         MACON        405       61.3             5           1.20
## 57       MADISON        260       65.3             3           1.20
## 58        MARTIN        396       80.0             5           1.30
## 59      MCDOWELL        570       65.1             7           1.20
## 60   MECKLENBURG      9,800       33.3            72           0.70
## 61      MITCHELL         86       30.3             0           0.00
## 62    MONTGOMERY        484       88.3            10           2.10
## 63         MOORE      1,747       76.7            13           0.70
## 64          NASH      1,651       76.6            25           1.50
## 65   NEW HANOVER      3,026       68.6            34           1.10
## 66   NORTHAMPTON        257       69.3             3           1.20
## 67        ONSLOW      4,811       60.3            42           0.90
## 68        ORANGE      1,169       50.5             6           0.50
## 69       PAMLICO        162       99.4             1           0.60
## 70    PASQUOTANK        742       78.4            10           1.30
## 71        PENDER        877       68.5             4           0.50
## 72    PERQUIMANS        177       72.2             3           1.70
## 73        PERSON        340       40.3             7           2.10
## 74          PITT      2,587       62.5            12           0.50
## 75          POLK        132       42.6             1           0.80
## 76      RANDOLPH      2,208       71.3            24           1.10
## 77      RICHMOND        893       79.1            18           2.00
## 78       ROBESON      2,514       72.2            20           0.80
## 79    ROCKINGHAM      1,058       59.7            17           1.60
## 80         ROWAN      2,035       64.0            24           1.20
## 81    RUTHERFORD        432       32.2             2           0.50
## 82       SAMPSON      1,352       81.2            14           1.00
## 83      SCOTLAND        671       74.7            10           1.50
## 84        STANLY      1,098       78.0            16           1.50
## 85        STOKES        478       59.8             7           1.50
## 86         SURRY        801       53.6            20           2.50
## 87         SWAIN        198       67.6             3           1.50
## 88  TRANSYLVANIA        365       68.9             3           0.80
## 89       TYRRELL         38       52.8             2           5.30
## 90         UNION      1,648       34.1            10           0.60
## 91         VANCE        606       52.9             4           0.70
## 92          WAKE     12,820       50.7            98           0.80
## 93        WARREN        229       68.4             4           1.70
## 94    WASHINGTON        161       61.2             1           0.60
## 95       WATAUGA        581       77.3             6           1.00
## 96         WAYNE      2,082       64.1            12           0.60
## 97        WILKES        941       70.0             7           0.70
## 98        WILSON      1,488       77.7            21           1.40
## 99        YADKIN        424       56.2             4           0.90
## 100       YANCEY        171       48.4             2           1.20
##     num_tested_older  fips bf_acreage objectid           id acstotpop
## 1               2120 37001    347.220 143210.0 370010210849 1421.0265
## 2                569 37003      0.000 143278.5 370030404211 1546.6250
## 3                 94 37005      0.000 143296.0 370059501911  997.5455
## 4                282 37007     20.120 143311.0 370079203792 1331.8947
## 5                306 37009      0.000 143331.5 370099705093 1217.5455
## 6                190 37011      5.710 143350.5 370119302633 1093.8125
## 7                741 37013    191.180 143376.0 370139305119 1349.8000
## 8                314 37015         NA 143403.5 370159602653  982.2000
## 9                516 37017         NA 143429.0 370179503874 1089.6129
## 10              1345 37019    268.390 143489.5 370190311557 1409.5556
## 11              3359 37021    756.890 143611.5 370210021244 1652.4286
## 12              1453 37023    209.040 143717.5 370230207959 1546.7586
## 13              2820 37025    172.830 143793.5 370250416577 2143.0638
## 14              1208 37027    112.610 143871.5 370270307780 1319.0161
## 15               110 37029         NA 143905.5 370299501018 1741.1667
## 16               732 37031     18.843 143944.5 370319712691  957.2222
## 17               311 37033         NA 143989.5 370339303502 1263.6667
## 18              2382 37035    171.218 144046.0 370350109627 1649.7789
## 19               732 37037    516.627 144111.0 370370204075 1994.0286
## 20               324 37039      0.000 144139.0 370399303768 1317.5238
## 21               190 37041     90.980 144156.5 370419301439 1014.6429
## 22               109 37043         NA 144167.0 370439501431 1544.7143
## 23              2007 37045    187.670 144209.0 370459508295 1261.8052
## 24               950 37047         NA 144271.0 370479307747 1197.7234
## 25              2335 37049     92.500 144326.5 370499606981 1610.6562
## 26              3640 37051    258.110 144456.0 370510124581 1703.1077
## 27               177 37053      5.200 144561.0 370531689347 1719.7333
## 28               319 37055         NA 144584.5 370559716072 1116.9062
## 29              2753 37057     37.950 144654.5 370570611163 1524.6667
## 30               544 37059     17.900 144721.0 370590803882 1679.6400
## 31              1331 37061    140.220 144750.5 370610904745 1737.1176
## 32              5104 37063    602.340 144844.0 370630079165 2002.9869
## 33              1004 37065     47.680 144944.0 370650208556 1134.7234
## 34              5922 37067   1176.624 145089.0 370670028099 1529.1070
## 35               951 37069     28.750 145225.5 370690604511 2163.4000
## 36              2314 37071    435.010 145327.0 370710318228 1251.9364
## 37               115 37073         NA 145418.5 370739701902 1156.3000
## 38                96 37075     37.470 145427.5 370759202252 1069.6250
## 39               773 37077     32.980 145447.5 370779704545 1839.8125
## 40               364 37079         NA 145470.0 370799501855 1616.0000
## 41              9349 37081    647.893 145622.5 370810172130 1793.0890
## 42               907 37083    357.970 145794.0 370839306181 1014.4510
## 43              2204 37085     56.210 145850.0 370850708508 2137.0656
## 44               821 37087     40.430 145904.5 370879219090 1259.0208
## 45              1428 37089    293.983 145964.5 370899317175 1578.1250
## 46               359 37091         NA 146010.0 370919502535 1271.2105
## 47               931 37093         NA 146032.0 370939706096 2129.5600
## 48                55 37095         NA 146047.5 370959434502  898.8333
## 49              2225 37097    128.300 146106.5 370970610202 1540.4018
## 50               543 37099         NA 146175.5 370999493464 1625.2308
## 51              2781 37101     75.030 146230.5 371010408370 2275.8571
## 52               151 37103         NA 146276.0 371039202145 1385.0000
## 53              1189 37105     60.830 146298.0 371050304233 1625.0000
## 54              1254 37107     56.240 146340.0 371070108067 1217.5957
## 55               774 37109     95.876 146388.5 371090706750 1628.8200
## 56               465 37111     15.290 146429.0 371119705425 1455.1290
## 57               287 37113      2.050 146458.5 371139704221 1228.9286
## 58               594 37115     31.570 146480.5 371150104565 1337.8125
## 59               626 37117    147.500 146499.0 371179703478 1097.8095
## 60             11419 37119   9324.310 146787.0 371190095454 1899.6649
## 61               114 37121         NA 147071.5 371219502502 1074.2857
## 62               521 37123      3.550 147089.5 371239602824 1242.6364
## 63              1914 37125     59.430 147129.0 371259506046 1677.7018
## 64              1892 37127    382.280 147190.0 371270107872 1446.2000
## 65              3429 37129   1594.160 147282.5 371290277119 1868.5917
## 66               277 37131      7.100 147353.5 371319202461  917.5455
## 67              5526 37133         NA 147412.5 371330115437 2019.9167
## 68              1283 37135    137.170 147498.0 371350112661 1905.8400
## 69               178 37137         NA 147542.0 371379532247  980.1538
## 70               800 37139         NA 147561.5 371399604432 1518.4231
## 71               999 37141    407.250 147590.5 371419224926 1844.3750
## 72               196 37143         NA 147612.5 371439201510 1121.5833
## 73               428 37145     25.690 147631.5 371459203659 1511.7308
## 74              2814 37147     82.480 147692.5 371470010013 1847.6250
## 75               185 37149     50.980 147746.5 371499201939 1704.8333
## 76              2429 37151    106.270 147795.5 371510309193 1662.3023
## 77              1000 37153     10.000 147859.0 371539706076 1102.1707
## 78              2813 37155    605.140 147923.5 371559610364 1516.3864
## 79              1166 37157         NA 148002.0 371570408473 1322.7536
## 80              2236 37159    734.120 148083.5 371590511557 1485.1596
## 81               659 37161    166.200 148156.5 371619606697 1279.4615
## 82              1615 37163     36.910 148205.0 371639705205 1412.4667
## 83               736 37165   1183.260 148241.0 371650103414 1306.0000
## 84              1183 37167     18.930 148277.5 371679307617 1328.5652
## 85               507 37169      6.240 148316.0 371690704139 1480.8065
## 86               887 37171    166.710 148361.0 371719306591 1222.0169
## 87               223 37173     20.500 148396.5 371739568841 1187.8333
## 88               402 37175   1293.630 148415.0 371759603526 1340.5200
## 89                46 37177         NA 148430.0 371779601002  823.8000
## 90              2209 37179    259.295 148484.0 371790205833 2200.9126
## 91               714 37181     38.940 148552.0 371819605639 1347.9394
## 92             13995 37183   1346.050 148796.0 371830572273 2300.1275
## 93               260 37185         NA 149031.0 371859502142 1335.5333
## 94               218 37187     24.000 149046.0 371879501670  810.4000
## 95               641 37189     38.880 149069.0 371899205460 1745.7097
## 96              2475 37191     94.460 149122.0 371910008519 1653.3600
## 97               977 37193     28.350 149186.0 371939606553 1291.6981
## 98              1560 37195     48.380 149240.0 371950008696 1478.8364
## 99               470 37197         NA 149281.5 371970503224 1345.1786
## 100              205 37199     79.670 149302.0 371999602314 1359.0000
##     acsipovbas acseducbas acstothh  acstothu   minorpop   minorpct lowincome
## 1    1381.9292   956.0265 566.8938  617.2478  503.21239 0.36638784  549.8673
## 2    1489.5000  1113.5833 571.7500  683.2917  203.08333 0.13480558  582.7917
## 3     986.3636   749.3636 431.4545  741.8182  129.54545 0.12637604  481.3636
## 4    1235.2105   952.2105 500.8421  610.2105  737.78947 0.55959010  581.5263
## 5    1202.3182   919.6364 536.5909  802.2273   90.27273 0.07734615  455.0455
## 6     889.4375   820.2500 411.6875  885.3750  137.68750 0.09512622  402.4375
## 7    1334.8857   963.2000 552.1429  740.8571  461.40000 0.38511595  572.0000
## 8     916.1000   726.7500 398.8000  492.0500  645.45000 0.59923326  458.7500
## 9    1073.8710   779.0000 450.5806  576.6774  493.93548 0.45789805  556.0645
## 10   1397.6333  1101.2000 602.5111  966.3111  257.18889 0.14800353  435.1333
## 11   1610.6039  1208.5195 695.4091  789.5519  270.78571 0.16561525  542.2013
## 12   1500.0000  1108.1724 597.7931  708.4828  283.50000 0.16181111  630.1552
## 13   2123.5319  1415.4787 769.1383  830.7766  710.84043 0.33755975  597.0532
## 14   1299.3710   947.6774 525.7097  612.0968  163.98387 0.13623437  536.4839
## 15   1741.1667  1209.8333 639.3333  704.6667  341.16667 0.16031274  497.8333
## 16    938.3194   721.5972 412.3611  693.2083  130.50000 0.12501450  283.9583
## 17   1212.7778   926.2222 506.1111  598.7778  490.72222 0.38997361  467.7222
## 18   1620.6842  1138.6105 643.1474  723.0842  398.57895 0.23764023  584.0211
## 19   1970.6571  1458.8857 815.0571  901.5714  567.68571 0.26847936  578.9429
## 20   1299.6667  1011.0000 566.4286  862.0952  115.09524 0.07971821  534.5714
## 21    991.0714   750.3571 427.4286  521.5000  407.85714 0.32891504  431.2143
## 22   1540.7143  1185.4286 723.1429 1044.1429   97.14286 0.05476915  673.8571
## 23   1237.1688   863.0909 478.9870  565.9610  340.15584 0.28879995  562.4156
## 24   1131.8723   837.7872 474.5957  558.5106  487.14894 0.39639378  544.1489
## 25   1527.4375  1054.0000 638.6094  732.9844  548.75000 0.37025334  535.5312
## 26   1622.6923  1050.3641 638.0410  747.8923  953.65128 0.56149506  676.5846
## 27   1707.4667  1218.5333 676.5333 1037.1333  220.26667 0.10272042  473.8667
## 28   1110.5312   832.8125 482.5312 1078.5938  138.96875 0.08847438  323.4688
## 29   1501.8148  1066.8796 606.2130  688.0648  297.37037 0.21677356  574.2407
## 30   1666.8400  1196.3200 639.9600  743.2800  257.16000 0.15259076  505.0400
## 31   1717.1176  1174.5882 640.6176  761.0588  838.00000 0.47423996  911.8824
## 32   1914.5490  1369.0000 806.8235  872.0850 1157.01307 0.55135742  634.9935
## 33   1117.7872   778.2979 454.7021  530.7447  722.08511 0.65018190  569.2553
## 34   1486.3169  1022.5185 603.6420  672.3539  657.32099 0.43480323  554.8148
## 35   2109.0667  1493.8000 824.9667  933.7333  788.60000 0.41599298  757.2000
## 36   1234.0000   862.4740 471.0636  530.5145  337.69364 0.29255741  468.1503
## 37   1149.0000   834.5000 447.7000  533.6000  427.50000 0.37502417  345.2000
## 38   1053.0000   755.2500 411.0000  752.1250  141.12500 0.13159889  507.2500
## 39   1752.8438  1293.0625 657.1875  752.1562  769.37500 0.44902076  585.7812
## 40   1433.4615  1149.3846 558.3846  639.6923  857.30769 0.50874970  696.4615
## 41   1734.3836  1194.0342 694.2842  776.5171  880.81849 0.50324802  636.1678
## 42    986.4902   713.5490 414.0392  508.2157  623.52941 0.61896109  514.8431
## 43   2078.4098  1372.9672 739.1148  839.8361  816.90164 0.38726791  826.8197
## 44   1242.8333   941.1458 548.6667  737.4583   89.58333 0.06974944  417.1250
## 45   1558.7500  1169.4306 670.5694  790.8194  264.83333 0.17175784  485.0972
## 46   1154.3158   880.5789 468.3684  559.5789  846.05263 0.67658559  552.7368
## 47   2062.1600  1364.0000 708.8800  828.3600 1270.96000 0.59910684  894.6000
## 48    793.5000   642.6667 294.8333  541.5000  369.16667 0.26815016  344.1667
## 49   1524.8839  1053.8482 582.5536  650.3036  365.90179 0.24765476  452.4196
## 50   1478.5385  1037.6538 640.0769 1041.2692  309.76923 0.17013023  603.6923
## 51   2252.4405  1505.4167 799.4524  877.2024  722.50000 0.33985099  790.8690
## 52   1379.2857  1038.7143 591.0000  708.2857  522.00000 0.35035799  711.2857
## 53   1598.8378  1087.7027 587.6757  661.1622  681.72973 0.43721250  654.8378
## 54   1190.5957   847.1277 491.9362  586.1702  615.59574 0.55905630  572.2128
## 55   1612.0200  1157.9400 640.4400  704.5400  243.36000 0.15357922  564.7800
## 56   1420.5484  1051.3226 579.3871  687.0000  182.16129 0.13220938  604.5806
## 57   1219.2857   924.0000 560.6786  912.7500  131.57143 0.10542701  453.8929
## 58   1271.0625   953.5000 528.2500  680.7500   79.06250 0.05580211  489.9375
## 59   1088.7619   788.9524 451.0000  552.7619  526.23810 0.52007524  463.4286
## 60   1872.1045  1269.1874 727.1099  785.2162 1001.04685 0.50884357  553.1171
## 61   1043.8571   795.4286 454.3571  629.4286   81.64286 0.07417470  367.3571
## 62   1193.0909   863.3182 473.2273  737.9545  456.45455 0.35259915  526.7727
## 63   1657.1228  1212.9123 683.5965  818.2105  382.59649 0.24504187  482.3333
## 64   1415.4923   994.6615 564.9231  659.6308  717.64615 0.51998861  506.5538
## 65   1811.1083  1272.2250 780.3000  910.3667  428.13333 0.23430134  627.8333
## 66    876.8182   683.1364 392.1818  530.4545  562.77273 0.58645946  420.3182
## 67   1806.2708  1074.7917 667.3438  817.7188  678.06250 0.33634818  716.0208
## 68   1757.1867  1185.9067 700.3867  766.6933  584.18667 0.30402591  507.9200
## 69    923.6154   764.9231 411.6923  593.9231  252.61538 0.25052233  365.2308
## 70   1424.8077  1031.3077 568.4615  658.0000  685.80769 0.46773913  537.5769
## 71   1804.7500  1299.9375 680.1875  893.7812  465.06250 0.24093321  569.4688
## 72   1107.8333   842.8333 493.2500  594.6667  312.91667 0.24381010  423.6667
## 73   1489.3077  1074.0000 605.5385  708.7692  508.34615 0.35292864  557.1154
## 74   1776.1458  1113.4271 720.5104  818.3646  837.21875 0.45184130  775.5521
## 75   1679.0833  1316.9167 753.9167  972.8333  242.91667 0.13838409  547.0000
## 76   1641.6395  1146.8605 651.6395  722.6395  343.16279 0.20997913  655.4651
## 77   1064.3415   745.6098 452.3415  521.4634  470.43902 0.41900496  522.1220
## 78   1475.2386   973.3864 522.3750  603.0114 1129.88636 0.73012599  808.3068
## 79   1301.7246   948.7536 539.1449  637.3478  363.60870 0.26714038  528.5652
## 80   1440.2979  1019.7447 556.3936  652.4362  410.07447 0.28923702  552.0213
## 81   1255.8846   912.0000 506.6346  659.1346  211.90385 0.17218671  530.8269
## 82   1392.7556   944.8222 523.0444  613.5556  688.71111 0.50048924  668.5778
## 83   1208.3333   876.8148 485.6667  566.4815  736.51852 0.57434103  626.5185
## 84   1286.3261   927.2826 515.5870  600.8261  254.45652 0.20703864  472.6522
## 85   1462.8710  1083.9355 622.6452  715.6774  129.74194 0.09390145  493.3226
## 86   1204.6780   858.9322 491.2712  576.7797  192.89831 0.15398007  512.8475
## 87   1171.7500   821.4167 453.5833  745.9167  448.83333 0.29115646  559.7500
## 88   1298.7600  1014.6000 564.9200  782.4000  129.96000 0.08474291  501.1600
## 89    685.0000   660.8000 326.2000  445.8000  384.40000 0.38438057  352.2000
## 90   2173.0485  1398.4078 729.7573  773.2427  603.22330 0.27861942  518.3592
## 91   1324.2424   907.1212 510.7273  609.6061  808.51515 0.66034214  661.1212
## 92   2251.0352  1527.2132 858.2374  926.2110  912.88132 0.37327769  527.2527
## 93   1271.8667   961.1333 518.6667  796.5333  823.80000 0.57548578  581.4667
## 94    797.0000   559.0667 338.2000  430.5333  450.13333 0.49759896  385.0000
## 95   1560.2903   999.4839 656.6129 1081.2903  141.67742 0.08092238  685.9032
## 96   1608.5867  1094.7333 642.0400  720.9867  764.82667 0.48479155  722.3067
## 97   1271.4906   925.7925 535.0000  631.6981  160.75472 0.12670923  549.6226
## 98   1450.4364  1004.5818 584.1455  654.6364  780.90909 0.57064458  632.2545
## 99   1332.5000   951.1786 551.7143  621.4643  209.21429 0.15066664  556.3214
## 100  1346.8462  1009.1538 569.3846  862.3846  100.53846 0.07497696  610.1538
##     lowincpct    lesshs  lesshspct    under5  under5pct   over64 over64pct
## 1   0.4174402 138.30973 0.16106337  82.71681 0.05534797 232.8053 0.1771052
## 2   0.3879962 205.16667 0.19521105  75.91667 0.05013226 295.3750 0.1978350
## 3   0.4884076 175.09091 0.23365562  40.09091 0.04003484 254.7273 0.2567598
## 4   0.4721476 185.36842 0.19164984  62.94737 0.04794065 228.5789 0.1856193
## 5   0.3879327 144.86364 0.16137970  53.36364 0.04277098 292.1364 0.2449194
## 6   0.4580288 145.31250 0.15824990  40.18750 0.03719168 231.2500 0.2414349
## 7   0.4676535 119.65714 0.13187570  65.48571 0.04784239 308.8000 0.2338142
## 8   0.4699756 154.75000 0.18105236  42.20000 0.04088192 206.2500 0.2105177
## 9   0.5282522 154.77419 0.19129775  57.90323 0.05804781 217.8065 0.2077864
## 10  0.2979744 105.81111 0.09390192  58.94444 0.03692417 413.1333 0.3172753
## 11  0.3552642 109.04545 0.09264570  83.55844 0.05113294 313.5844 0.1882356
## 12  0.4088125 211.34483 0.19905904  73.68966 0.04662198 296.4828 0.2045420
## 13  0.3273445 141.51064 0.12475242 137.61702 0.06447769 273.9255 0.1423851
## 14  0.4369692 192.14516 0.20592006  66.72581 0.05082282 249.4516 0.1942544
## 15  0.2440306 173.66667 0.12930086  82.00000 0.03515260 297.0000 0.1499563
## 16  0.2754435  63.93056 0.08136868  41.16667 0.03641695 225.5139 0.2491433
## 17  0.3974021 190.22222 0.20542034  58.77778 0.04116708 255.0000 0.2043939
## 18  0.3637524 168.67368 0.15466219  93.47368 0.05579495 281.4632 0.1737724
## 19  0.3080175 172.17143 0.13077810  98.65714 0.04966536 465.8857 0.2216028
## 20  0.4130994 138.66667 0.14873041  53.76190 0.03644420 372.2381 0.2927199
## 21  0.3595807 120.14286 0.13844495  47.42857 0.03680705 237.2857 0.2037117
## 22  0.4301222 136.85714 0.12365401  57.28571 0.04092866 453.1429 0.2840903
## 23  0.4598837 138.31169 0.16966641  69.98701 0.05510341 226.2078 0.1892872
## 24  0.4751125 154.51064 0.17251402  59.97872 0.04705761 229.6170 0.2052754
## 25  0.3790846 124.32812 0.13466670 104.43750 0.06345879 289.7344 0.1856566
## 26  0.4321061  97.44103 0.10091263 130.36923 0.07146213 191.2821 0.1234708
## 27  0.2669347 132.00000 0.09136921  93.33333 0.04177162 266.4000 0.1572178
## 28  0.2152911  56.03125 0.05064283  52.40625 0.03357815 224.4062 0.1591291
## 29  0.4134189 176.68519 0.18121879  83.22222 0.05200953 267.2130 0.1801980
## 30  0.2957047 159.16000 0.13818610  79.24000 0.04207496 332.5200 0.2021550
## 31  0.5152684 303.44118 0.25129382 109.44118 0.06085651 300.8529 0.1803315
## 32  0.3464626 158.88889 0.13382685 134.18954 0.06250197 242.1961 0.1355834
## 33  0.5205601 158.25532 0.20412254  66.85106 0.05850100 208.2766 0.1971776
## 34  0.3857062 114.95885 0.12358054  93.57613 0.05999410 232.6420 0.1587560
## 35  0.3926509 237.13333 0.17316196 121.16667 0.05503708 347.2333 0.1769237
## 36  0.4083612 131.69364 0.16806135  74.67052 0.05784186 195.1272 0.1653679
## 37  0.3064562 114.50000 0.13856905  47.60000 0.03636652 221.3000 0.2040917
## 38  0.5102192 143.87500 0.20654299  44.62500 0.04369245 248.7500 0.2319127
## 39  0.3574983 203.81250 0.17857174  90.59375 0.04478424 297.4688 0.1792519
## 40  0.4430114 297.69231 0.25728639  82.15385 0.04960535 245.7692 0.1483293
## 41  0.4118908 129.90411 0.12543561 106.83562 0.06099475 259.3836 0.1476139
## 42  0.5291127 160.84314 0.23226848  53.37255 0.04872362 198.0980 0.2124153
## 43  0.4079665 187.45902 0.14666013 160.75410 0.06782200 252.6885 0.1390586
## 44  0.3501710 112.14583 0.12502418  59.64583 0.04432084 303.0833 0.2356631
## 45  0.3301508 118.69444 0.10951766  76.79167 0.04756194 395.8889 0.2535953
## 46  0.4943198 183.00000 0.21197049  58.42105 0.04714758 238.5263 0.1945493
## 47  0.4519992 190.76000 0.15621910 186.16000 0.07442228 192.7600 0.1116875
## 48  0.3094445 118.16667 0.12494005  46.66667 0.03172541 147.8333 0.1205571
## 49  0.3213845 116.20536 0.12328063  85.83036 0.05558499 234.3661 0.1568829
## 50  0.4158219 120.80769 0.11329549  75.00000 0.04741464 306.7692 0.2006694
## 51  0.4130195 206.82143 0.16867690 146.63095 0.06400544 289.3571 0.1462530
## 52  0.5212350 191.00000 0.18566867  61.85714 0.04480687 293.2857 0.2049262
## 53  0.4262892 180.08108 0.18384519 104.89189 0.06509165 256.7027 0.1586252
## 54  0.5143607 165.95745 0.21593098  69.74468 0.05918334 233.1064 0.1924665
## 55  0.3792087 167.14000 0.15292776  82.28000 0.05396395 275.2200 0.1702729
## 56  0.4300900 170.41935 0.16820049  63.61290 0.03928795 283.7097 0.2056833
## 57  0.3840277 104.92857 0.11932434  60.10714 0.04991263 344.7500 0.2819852
## 58  0.3966755 139.31250 0.15180438  59.75000 0.04371874 280.3750 0.2184594
## 59  0.4439387 131.76190 0.16717262  58.71429 0.05121487 239.5238 0.2352747
## 60  0.3028222 125.91171 0.10285855 128.72072 0.06522193 202.1928 0.1133439
## 61  0.3517350 122.92857 0.17358753  47.78571 0.03800812 257.7857 0.2524531
## 62  0.4545660 178.77273 0.20578410  68.77273 0.04861627 238.9545 0.2055715
## 63  0.3225237 116.36842 0.11253872  94.08772 0.05588676 398.2105 0.2316239
## 64  0.3901742 145.21538 0.16136440  81.32308 0.05293687 250.6769 0.1859334
## 65  0.3617816  89.73333 0.07403077  94.28333 0.04764066 311.8917 0.1643263
## 66  0.4662727 140.36364 0.19343314  42.09091 0.04624607 222.7727 0.2596166
## 67  0.3990539  94.21875 0.09443355 182.72917 0.08478579 174.9688 0.1040546
## 68  0.3056277  86.37333 0.07371168  87.90667 0.04260098 244.8533 0.1307914
## 69  0.3808610  91.69231 0.11334706  35.61538 0.03404130 275.6154 0.2586799
## 70  0.4061748 139.42308 0.14148143  95.61538 0.07014012 244.8846 0.1725477
## 71  0.3090140 162.15625 0.12100185 104.65625 0.04728447 323.0938 0.1809942
## 72  0.3265051 113.41667 0.11926838  51.00000 0.04028613 298.5833 0.1937675
## 73  0.3897150 146.65385 0.15027934  79.19231 0.05030882 277.9615 0.2040040
## 74  0.4590553 117.94792 0.11242899 108.76042 0.05492115 228.5312 0.1349315
## 75  0.3180246 119.41667 0.08926729  56.50000 0.03136032 501.3333 0.3053656
## 76  0.4104823 213.19767 0.19328012  94.16279 0.05679491 281.5465 0.1738452
## 77  0.5046213 147.19512 0.19642232  67.78049 0.06309203 187.6098 0.1703379
## 78  0.5562222 223.26136 0.23339339 102.69318 0.06975701 215.3977 0.1465583
## 79  0.4101226 165.13043 0.17479987  68.18841 0.04927362 256.6377 0.2021050
## 80  0.3882254 150.19149 0.15112388  83.77660 0.05400757 249.5319 0.1753235
## 81  0.4278625 158.55769 0.17539240  65.25000 0.04654670 264.5192 0.2189072
## 82  0.4881783 210.93333 0.21708758  90.91111 0.06240875 241.4667 0.1768444
## 83  0.5494986 176.70370 0.19973572  81.55556 0.06262461 220.7407 0.1778456
## 84  0.3902536 138.23913 0.15191692  74.76087 0.05447396 244.3913 0.1884201
## 85  0.3482443 178.35484 0.17394059  66.16129 0.04351066 293.4839 0.2079573
## 86  0.4217325 186.35593 0.21400064  62.88136 0.05045109 240.4915 0.2018956
## 87  0.4205642 178.41667 0.20406917  74.83333 0.04973617 227.5833 0.1929271
## 88  0.3971499 116.00000 0.11777856  56.40000 0.04337018 389.0000 0.2880976
## 89  0.4084500 161.80000 0.20181076  23.40000 0.02435449 175.2000 0.1794784
## 90  0.2668766 142.47573 0.11648696 129.07767 0.05687711 264.7476 0.1287587
## 91  0.5370607 181.75758 0.21836497  83.75758 0.07088052 234.7273 0.1739225
## 92  0.2515221 110.94725 0.07780403 145.90989 0.05845153 250.2242 0.1242591
## 93  0.4378546 187.53333 0.18868625  57.13333 0.04445049 315.7333 0.2488037
## 94  0.4404899 112.20000 0.18006760  42.40000 0.04705728 184.9333 0.2228574
## 95  0.4140439 104.61290 0.09945259  57.67742 0.03805517 264.5161 0.1773820
## 96  0.4656346 174.01333 0.17173443 111.17333 0.06342114 257.6267 0.1637939
## 97  0.4335968 198.52830 0.21727845  64.24528 0.04622024 264.2830 0.2089182
## 98  0.4934099 197.81818 0.22799302  87.72727 0.05433693 251.0727 0.1758329
## 99  0.4282694 180.42857 0.18439632  70.71429 0.05350090 257.4286 0.1938092
## 100 0.4525804 159.69231 0.15618317  63.53846 0.04504534 336.8462 0.2496380
##       pre1960 pre1960pct  vuleopct     vuleo      dispeo      dslpm   cancer
## 1   149.39823 0.26917124 0.3919140  535.9212   32.591983 0.31652977 34.59308
## 2    98.83333 0.15204557 0.2614009  405.8671 -141.949213 0.17280304 30.84475
## 3   111.36364 0.14555685 0.3073918  308.8310  -44.500683 0.09937925 21.84325
## 4   162.52632 0.27776011 0.5158688  670.7667  199.008126 0.17955891 35.18457
## 5   138.45455 0.18089747 0.2326394  276.5605 -154.695441 0.09294807 20.98061
## 6   132.43750 0.20044189 0.2765775  300.3192  -87.110398 0.09034049 20.49582
## 7   140.51429 0.21691664 0.4263847  519.7859   41.685262 0.15565777 26.63451
## 8   114.80000 0.23759821 0.5346044  572.3331  224.436740 0.13397961 26.28007
## 9    86.12903 0.16127426 0.4930751  530.2882  144.346120 0.14271858 29.93067
## 10   32.61111 0.04079631 0.2229890  348.2231 -151.043062         NA       NA
## 11  182.86364 0.25920849 0.2604397  414.2111 -171.080960 0.25221749 27.28900
## 12  157.81034 0.22869348 0.2853118  468.8633  -79.000322 0.22037398 32.32983
## 13  148.53191 0.24402483 0.3324521  657.2000 -101.875670 0.43115183 38.02914
## 14  141.27419 0.25445192 0.2866018  354.1364 -113.060554 0.20561481 31.33500
## 15  118.00000 0.15064087 0.2021717  419.5000 -197.223193 0.15473071 23.80679
## 16   88.25000 0.14579878 0.2002290  209.5189 -129.530331         NA       NA
## 17  143.33333 0.22032932 0.3936879  495.2352   47.643057 0.17573368 30.89038
## 18  132.84211 0.20538870 0.3006963  497.5845  -86.769046 0.27514719 35.77856
## 19  110.14286 0.14734296 0.2882484  576.4735 -129.813681 0.21132811 33.67628
## 20   98.76190 0.12519774 0.2464088  329.2558 -137.412566 0.11272115 25.91320
## 21  135.00000 0.20327347 0.3442479  424.2037   64.816078 0.14649305 24.60909
## 22  128.42857 0.12577411 0.2424457  386.4494 -160.690102 0.09703504 24.81827
## 23  116.22078 0.21392041 0.3743418  454.6878    7.754956 0.27300703 36.16066
## 24  116.02128 0.21920903 0.4357531  530.8153  106.580370 0.14971195 30.14047
## 25  107.82812 0.19839682 0.3746689  547.6264  -22.869893 0.15709208 28.68126
## 26   75.18462 0.12772951 0.4968006  828.0457  224.803074         NA       NA
## 27   72.06667 0.07546156 0.1848275  349.8125 -259.318962         NA       NA
## 28   87.46875 0.06585532 0.1518827  232.1986 -163.410813         NA       NA
## 29  125.62963 0.20380424 0.3150962  442.1939  -97.844722 0.30975191 35.46591
## 30  133.28000 0.19491758 0.2241477  382.7131 -212.217265 0.26214080 33.62059
## 31  148.17647 0.19559573 0.4947542  880.0032  264.714198 0.15359399 29.10694
## 32  142.73203 0.21464011 0.4489100  915.7598  206.299586 0.42433954 39.47396
## 33  141.44681 0.28564615 0.5853710  649.2844  247.364121 0.21027140 29.79396
## 34  138.97119 0.23743353 0.4102547  611.1772   69.565758 0.32319878 35.65933
## 35  122.73333 0.14287362 0.4043219  783.4805   17.201756 0.19755063 32.25461
## 36  118.75723 0.25656432 0.3504593  407.1872  -36.250065 0.37583540 39.66390
## 37  121.70000 0.24954233 0.3407402  387.6701  -21.892642 0.15082953 26.09084
## 38   98.62500 0.15145431 0.3209090  328.2875  -50.574856 0.08549048 22.75260
## 39  123.90625 0.22249930 0.4032595  696.1428   44.479119 0.22703138 34.50889
## 40  117.38462 0.17642192 0.4758806  804.7418  232.352740 0.15781048 28.32582
## 41  144.51712 0.25187886 0.4575694  772.4190  137.304832         NA       NA
## 42  141.98039 0.32554635 0.5740369  577.5869  218.267264 0.22280477 31.13998
## 43  119.26230 0.16789414 0.3976172  834.1685   77.217501 0.21282488 34.21505
## 44  170.29167 0.27994441 0.2099602  256.1733 -189.773316 0.13080635 22.33353
## 45  111.01389 0.14655408 0.2509543  379.2198 -179.753889         NA       NA
## 46  124.47368 0.24906385 0.5854527  730.2465  279.982308 0.15574047 27.98550
## 47   64.80000 0.10680578 0.5255530 1096.9498  342.657287         NA       NA
## 48   72.33333 0.08205631 0.2887973  385.0393   66.671538         NA       NA
## 49   96.66964 0.17699338 0.2845196  412.0953 -133.516704 0.33445751 35.22766
## 50  121.57692 0.12965477 0.2929761  494.0606  -81.597925 0.10358560 22.44427
## 51  115.14286 0.17331659 0.3764352  761.6580  -44.453147 0.26336824 32.23070
## 52  154.00000 0.22027435 0.4357965  618.1292  127.560687 0.12913767 28.38102
## 53  113.48649 0.19075968 0.4317508  675.1211   99.544223 0.23751193 34.57777
## 54  163.97872 0.31277669 0.5367085  600.3022  169.028421 0.19174867 28.79850
## 55  100.84000 0.17838677 0.2663940  407.8475 -169.082360 0.27066314 35.37423
## 56  145.67742 0.21931611 0.2811497  401.6876 -113.720770 0.18049430 27.73757
## 57  146.17857 0.17015179 0.2447273  294.2633 -141.024552 0.10728014 24.04552
## 58  153.93750 0.23739674 0.2262388  294.0973 -179.757404 0.12293083 23.88297
## 59  161.95238 0.29790155 0.4820070  496.8406  107.995216 0.15708419 26.69859
## 60   85.37117 0.13903627 0.4058329  780.2090  107.345544         NA       NA
## 61  167.78571 0.28102585 0.2129549  229.5586 -150.954604 0.11498830 22.19441
## 62  155.72727 0.24909687 0.4035826  513.8405   73.697335 0.16986314 34.81807
## 63  110.12281 0.16990685 0.2837828  435.6780 -158.565803 0.18304542 35.46156
## 64  125.01538 0.21611892 0.4550814  617.7099  105.464282 0.25970971 31.13754
## 65  132.41667 0.19807151 0.2980415  543.1824 -118.674851         NA       NA
## 66  140.77273 0.29890600 0.5263661  504.4648  179.469161 0.16710775 29.46246
## 67   67.39583 0.11383226 0.3677010  726.9245   11.467733         NA       NA
## 68   98.25333 0.14245257 0.3048268  576.5700  -98.480650 0.34352809 36.04644
## 69   96.30769 0.16168913 0.3156917  322.7673  -24.404257         NA       NA
## 70  160.92308 0.31534397 0.4369570  624.2673   86.440134 0.20981541 24.66018
## 71   87.90625 0.11462612 0.2749736  523.4460 -129.833675         NA       NA
## 72   96.50000 0.14325266 0.2851576  371.1532  -26.112882 0.14477123 23.80005
## 73  150.92308 0.23806169 0.3713218  537.5622    2.105488 0.19609886 31.66348
## 74   89.69792 0.16668811 0.4554483  821.9861  167.555219 0.24078693 29.04834
## 75  223.66667 0.22659512 0.2282044  398.8702 -204.983705 0.19421313 30.18075
## 76  126.93023 0.18688962 0.3102307  504.3061  -84.483258 0.26155204 34.46271
## 77  122.90244 0.26032744 0.4618131  504.4140  114.023843 0.20145933 35.34499
## 78  109.00000 0.20357671 0.6431741  980.2410  443.135290 0.22040500 32.47018
## 79  196.75362 0.31364523 0.3386315  450.2984  -18.222421 0.21340966 31.89096
## 80  175.23404 0.29282884 0.3387312  490.9233  -35.121845 0.35304974 36.59263
## 81  163.69231 0.26517778 0.3000246  377.0244  -76.162290 0.21621754 34.06881
## 82  120.44444 0.20907603 0.4943338  683.7422  183.444967 0.16318634 30.51232
## 83  121.22222 0.24794633 0.5619198  702.2288  239.642104 0.19567271 35.15641
## 84  185.00000 0.34485209 0.2986461  371.7971  -98.782171 0.25156630 38.86160
## 85  115.22581 0.16485219 0.2210729  314.8444 -209.658893 0.17646868 29.92433
## 86  137.57627 0.23097666 0.2878563  357.2810  -75.558754 0.18749997 28.03075
## 87  107.25000 0.14826737 0.3558603  508.1537   87.421784         NA       NA
## 88  145.44000 0.22364280 0.2409464  323.8429 -150.970825 0.10196269 24.20718
## 89  127.80000 0.23118452 0.3964153  384.6713   92.880395 0.12935258 23.23082
## 90   67.33981 0.10678785 0.2727480  566.8866 -212.679081 0.33612482 36.75110
## 91  133.51515 0.26420751 0.5987014  740.7816  263.339938 0.23126831 33.08215
## 92   65.79341 0.10077470 0.3123999  727.1955  -87.512275 0.42932467 36.51520
## 93  144.33333 0.20662887 0.5066702  716.6377  243.590316 0.16923835 30.93600
## 94   97.13333 0.20507851 0.4690444  418.3383  131.293687 0.13331156 24.87767
## 95  135.35484 0.14139952 0.2474831  482.2409 -136.091413 0.12426784 21.94132
## 96  123.17333 0.20809333 0.4752131  752.3040  166.682069 0.20878279 31.65313
## 97  122.67925 0.21392598 0.2801530  359.9629  -97.558045 0.15159615 27.88877
## 98  146.32727 0.27139031 0.5320272  715.1185  191.312987 0.25919652 31.51647
## 99  145.67857 0.24983535 0.2894680  385.4222  -91.041604 0.20863734 30.39726
## 100 170.30769 0.21326206 0.2637787  358.0441 -123.315183 0.09633023 21.61371
##          resp        pnpl       prmp      ptsdf    ozone     pm25  d_dslpm_2
## 1   0.4576592 0.018487268 0.46651075 1.08713271 43.45316 8.297337  20.551376
## 2   0.3938572 0.037912568 0.09692420 0.12815287 43.16748 8.401689 -24.041662
## 3   0.2680125 0.049249745 0.04654865 0.04657801 42.31874 7.133256  -4.067480
## 4   0.4911926 0.045261657 0.05523394 0.23587285 42.09358 7.856333  36.596005
## 5   0.2573567 0.070518297 0.02690828 0.22496000 42.85610 6.934824 -13.882709
## 6   0.2441193 0.016394080 0.02883423 0.05077100 42.75757 6.909698  -7.962184
## 7   0.3599771 0.156930039 0.21707499 0.27701601 39.17018 7.163471  11.160443
## 8   0.3434102 0.016108952 0.17717621 0.05320158 39.68727 7.278513  30.140105
## 9   0.4174150 0.025594423 0.18182049 0.16304169 39.02552 7.724246  20.639936
## 10         NA 0.069348304 0.14680634 0.36927853 37.20899 7.038491         NA
## 11  0.3505627 0.170159994 0.23896088 1.47101235 43.01987 7.345986 -34.807720
## 12  0.4271602 0.018509797 0.60736785 0.60848659 42.68886 8.180606 -14.220791
## 13  0.5219152 0.215837087 0.40999325 0.67363869 46.20573 8.761144 -33.020743
## 14  0.4103644 0.020028869 0.79875696 1.46360828 42.81260 8.063705 -19.448456
## 15  0.3058080 0.016490846 0.14004003 0.09201705 40.84772 6.815600 -31.166904
## 16         NA 0.042450175 0.04642283 0.29240034       NA       NA         NA
## 17  0.4054905 0.038654448 0.09087409 0.11376247 42.59759 8.082435   7.942334
## 18  0.4574717 0.043979867 0.71651389 1.54476147 44.06155 8.792430 -17.436018
## 19  0.4570581 0.030940689 0.39990107 0.14415137 42.77030 8.350016 -32.181789
## 20  0.3310356 0.011506724 0.11398211 0.15278969 39.93143 7.372454 -16.497980
## 21  0.3230565 0.012155968 0.04779760 0.06446356 39.48394 7.050079  10.168985
## 22  0.3090753 0.012503830 0.05276495 0.07688091 38.52373 7.243753 -15.284781
## 23  0.4749268 0.106017820 0.39733422 0.61789945 43.77920 8.837614   6.773251
## 24  0.4188799 0.038614054 0.06998162 0.31620173 37.60878 7.551723  16.496518
## 25  0.4230975 0.106926145 0.42529881 0.37592439 38.15876 7.074984  -1.149317
## 26         NA 0.172371297 0.38488849 0.95848908 42.57637 8.496981         NA
## 27         NA 0.016751439 0.09288359 0.04610997       NA       NA         NA
## 28         NA 0.007005027 0.16419952 0.21525972       NA       NA         NA
## 29  0.4711024 0.027097171 0.47450556 0.85883220 45.75724 8.415621 -18.788098
## 30  0.4463013 0.039966488 0.19717246 0.32604591 45.29172 8.444352 -54.564412
## 31  0.3960308 0.018890780 0.19092452 0.11223393 38.91913 7.685799  42.282331
## 32  0.4954464 0.072952634 0.48767075 2.53619109 43.33128 8.889867  99.323169
## 33  0.3903928 0.015702364 0.60229497 0.44352947 41.06751 7.849900  59.011437
## 34  0.4513286 0.027115581 0.45475852 2.80220190 45.62033 8.323611  32.605858
## 35  0.4315558 0.029152717 0.14192604 0.26961895 42.36211 8.351386   1.722497
## 36  0.5181158 0.333406657 1.08978188 1.69676397 44.64218 9.068831  -5.934967
## 37  0.3409217 0.022082794 0.05798133 0.07133688 39.87465 7.206519  -3.327160
## 38  0.2944589 0.015646146 0.05651647 0.07363816 41.10496 7.178174  -5.027040
## 39  0.4544088 0.309771440 0.23518987 0.82028443 42.89987 8.461853  16.227701
## 40  0.3730194 0.018346811 0.06687062 0.09456515 40.92197 7.861686  36.680871
## 41         NA 0.014239096 0.68341145 3.47950235 45.49677 8.297834         NA
## 42  0.4217635 0.012602661 0.48075172 0.39617224 40.64639 7.813898  43.870843
## 43  0.4802159 0.031884113 0.26290582 0.17011664 42.33418 8.512906  17.262215
## 44  0.2847963 0.263121311 0.56991820 0.23949379 43.09712 7.094344 -23.576567
## 45         NA 0.159313674 0.19636730 0.85179504 42.23842 7.545074         NA
## 46  0.3665439 0.014607220 0.08537003 0.24381093 39.84965 7.400615  42.835331
## 47         NA 0.075163949 0.69033708 0.12642215 42.44037 8.237348         NA
## 48         NA 0.008852141 0.01458916 0.01079700       NA       NA         NA
## 49  0.4816882 0.167157907 0.65273912 0.78886206 45.18093 8.764580 -39.305533
## 50  0.2850856 0.061130664 0.13627221 0.16023591 40.21792 7.084506 -10.091257
## 51  0.4457265 0.025035707 0.41393380 0.23723157 41.76211 8.473712  -9.279486
## 52  0.4164428 0.030255525 0.07672506 0.06736424 38.41021 7.287337  16.318307
## 53  0.5685818 0.024198807 0.32997824 0.98595583 42.39778 8.334647  28.768817
## 54  0.3973143 0.018016999 0.40917782 0.24472760 40.11526 7.688266  35.785793
## 55  0.4688820 0.040408049 0.53119444 0.71207911 44.62358 8.937224 -40.577344
## 56  0.3567475 0.027711393 0.22703076 0.40135613 42.49923 7.532774 -16.968279
## 57  0.3083235 0.023084511 0.26052792 0.04351834 37.77120 7.115526 -13.922160
## 58  0.3029172 0.033400503 0.11140618 0.27539939 43.80217 7.177182 -22.799946
## 59  0.3526753 0.031709454 0.17037817 0.03827832 40.02853 7.372141  17.610881
## 60         NA 0.067862546 0.66508485 2.90562508 45.63926 9.053602         NA
## 61  0.2720081 0.020664862 0.04479133 0.20259426 42.99487 6.937168 -17.519777
## 62  0.4974464 0.024453482 0.29464461 0.13744873 42.48438 7.548112  12.808992
## 63  0.4806656 0.227353908 0.17509230 0.20682394 42.23749 7.873792 -28.471171
## 64  0.4141487 0.014516391 0.47430853 0.76606257 41.45326 8.070645  31.534701
## 65         NA 0.128909967 0.46380382 2.50534509       NA       NA         NA
## 66  0.3895834 0.012196882 0.22838202 0.14664309 40.25518 7.667405  31.739172
## 67         NA 0.286745662 0.19709319 0.63343122       NA       NA         NA
## 68  0.4767221 0.040670809 0.14261019 1.70097135 43.06996 8.642183 -26.492157
## 69         NA 0.039207659 0.15626147 0.12481899       NA       NA         NA
## 70  0.3213893 0.017189212 0.65990225 0.72070612 40.29246 6.873827  24.157500
## 71         NA 0.036057435 0.09209085 0.12745439       NA       NA         NA
## 72  0.3060401 0.012246907 0.22487321 0.07536073 39.66935 6.968614  -3.732316
## 73  0.4144187 0.185567328 0.29293685 0.28197182 42.80025 8.243473   7.858191
## 74  0.3926509 0.036455741 0.27846276 1.40174886 40.68700 7.640995  46.381466
## 75  0.3892443 0.054191449 0.06769332 0.06543010 42.61664 8.065378 -40.768210
## 76  0.4531987 0.015957430 0.33723267 0.95011376 44.24613 8.098258 -18.110936
## 77  0.4992846 0.109754706 0.41265198 0.31866491 41.82070 7.775240  23.949293
## 78  0.4575729 0.024348766 0.54838042 0.31598072 40.78964 8.097868  93.864929
## 79  0.4139661 0.021662653 0.54577698 0.72282342 43.40692 7.935987  -2.351094
## 80  0.4923564 0.121167003 0.52435863 0.84194379 45.84296 8.610601  -1.456152
## 81  0.4507877 0.030520071 0.44827288 0.52553177 43.01237 8.377364 -12.060370
## 82  0.4137775 0.024504754 0.34267322 0.24234168 40.44053 8.094001  29.088417
## 83  0.4991327 0.030816195 0.30240859 0.28337228 41.85259 8.046123  48.043113
## 84  0.4982897 0.031207508 0.30997159 0.19452894 43.96000 8.056566 -19.782266
## 85  0.3784246 0.024554835 0.09221757 0.32579919 43.85664 7.818871 -36.860752
## 86  0.3634573 0.032553165 0.42729318 0.17932866 42.81762 7.638205 -13.312812
## 87         NA 0.028924486 0.04305214 0.20126995 40.71103 7.311667         NA
## 88  0.2988564 0.036143224 0.20702273 0.76833204 41.13817 7.122076 -16.078811
## 89  0.2950123 0.009602298 0.13897133 0.03473965 38.95505 6.717312  12.014319
## 90  0.5062466 0.050049336 0.34594334 1.01051814 43.77941 8.611828 -67.587978
## 91  0.4339669 0.053054379 0.35135000 0.60129843 42.10568 8.223186  61.006643
## 92  0.4943147 0.127167325 0.22285693 2.04847960 43.24921 8.914699 -22.203707
## 93  0.4110591 0.023064707 0.04557286 0.04271949 41.31524 7.980443  40.327023
## 94  0.3325719 0.018353096 0.30255465 0.05122357 39.13543 7.030489  17.607095
## 95  0.2672414 0.025480489 0.02745375 0.43563828 42.88532 6.975358 -14.157800
## 96  0.4197343 0.013158771 0.18919366 0.54042891 41.01689 8.147968  38.922582
## 97  0.3647305 0.036488529 0.68584650 0.32942549 42.38774 7.707809 -12.019035
## 98  0.4133079 0.014350935 0.95566333 0.60423848 41.58397 8.106571  52.645706
## 99  0.4044873 0.127921350 0.17458549 0.19750888 43.62504 8.100779 -16.699409
## 100 0.2668410 0.028564969 0.04211164 0.35770114 43.58217 6.937257 -11.385999
##      d_cancr_2    d_pnpl_2   d_ptsdf_2  d_ozone_2    d_pm25_2 region  arealand
## 1    1203.8700   0.5917337   26.870053  1412.7912   275.69598      4   9705172
## 2   -4428.8246  -4.8455965  -20.473410 -6126.9818 -1194.02764      4  28056590
## 3    -987.8557  -2.1888089   -2.472353 -1882.2382  -321.03837      4  55191000
## 4    7057.9545   8.6984956   62.906865  8363.9082  1560.80197      4  72446218
## 5   -3251.3249 -12.4242546  -33.067156 -6622.9999 -1074.63713      4  50040991
## 6   -1806.5473  -1.4888087   -5.161336 -3720.8510  -603.55075      4  40037633
## 7    1190.8372  32.3761427   60.770019  1664.1217   307.71381      4  61565730
## 8    5922.3808   3.9088078   10.760871  8919.1509  1639.44463      4  90542929
## 9    4327.5557   4.1458859   20.649824  5627.3801  1112.53197      4  73093152
## 10          NA -10.6908290  -71.182700 -5627.6207 -1058.05120      4  24437611
## 11  -4595.5819 -31.6276999 -155.673361 -7355.8743 -1256.31243      4  11041032
## 12  -2495.3479  -1.5658187  -26.736616 -3384.0428  -652.44374      4  22605981
## 13  -3669.8362   6.1549285  -49.727602 -4691.6710  -889.47173      4   9953214
## 14  -3585.2037  -2.5014372  -34.284646 -4853.3678  -927.94003      4  19712782
## 15  -4722.7950  -4.2889766  -21.003086 -8023.2817 -1355.29350      4 103741447
## 16          NA  -5.9471799  -37.628896         NA          NA      4  18259670
## 17   1467.0650   1.6848854    4.358018  2023.8269   383.94511      4  61205150
## 18  -2885.2142  -5.1299145  108.927675 -3859.3651  -763.77852      4  10942641
## 19  -4622.3431  -9.2225248  -48.818261 -5567.3707 -1158.05598      4  50446868
## 20  -3658.6480  -1.5119331  -23.460125 -5475.3532 -1022.56329      4  56182579
## 21   1613.3788   0.9058248    6.340625  2556.6407   456.73971      4  31941424
## 22  -3979.9191  -2.0101190  -11.908486 -6187.3632 -1162.38009      4  79543501
## 23    343.0038   3.6018711   27.185857   343.2925    71.52735      4  15614148
## 24   3253.2133   5.6111725   56.877641  4003.8245   802.22877      4  51695964
## 25   -815.0022  -8.6836342   14.583209  -837.4091  -155.75899      4  28594956
## 26          NA  51.3032435  219.351608  9598.2731  1916.24931      4   8667309
## 27          NA  -5.9192294  -13.446060         NA          NA      4  45227721
## 28          NA  -1.5999880  -49.567393         NA          NA      4  31017168
## 29  -3233.2286  -2.6541790   49.439837 -4476.5123  -820.86207      4  13265850
## 30  -7137.7812  -8.3060765  -71.887248 -9617.6567 -1788.75372      4  27318712
## 31   7716.2569   4.3315632   22.174539 10382.2872  2060.47422      4  62063541
## 32   8727.8340  15.0891989  642.048733  8958.4183  1849.54677      4   4849070
## 33   7571.0044   3.6399680  144.296965 10169.6682  1952.81060      4  27852463
## 34   2701.6437   1.2231501  447.856464  3215.2821   584.02608      4   4346296
## 35    535.1733   0.6129208   -3.971657   689.6062   129.34560      4  42458569
## 36  -1126.4565   2.6733595  122.561959 -1630.3906  -329.21562      4   5325499
## 37   -566.2376  -0.5275630   -2.414226  -872.4392  -156.60694      4  88218172
## 38  -1171.6520  -0.8971101   -3.744216 -2075.0431  -365.84585      4  94523270
## 39   1752.3992  66.8292110  134.634349  1890.2985   371.67512      4  43057817
## 40   6588.0666   4.1996196   23.713563  9504.4834  1826.07701      4  53142391
## 41          NA   1.8795799  846.567614  6257.0133  1147.20753      4   5728933
## 42   6684.4612   2.7857882   48.171735  8879.3636  1704.97188      4  36754266
## 43   2627.8827   2.5933520   14.628112  3260.2272   653.52078      4  25264115
## 44  -4205.6319 -44.9660626  -43.633784 -8171.0675 -1344.17127      4  29869038
## 45          NA -22.5928132 -131.960213 -7587.5981 -1347.88146      4  13415068
## 46   7816.2670   4.1457976   81.766808 11155.0741  2069.00279      4  48141543
## 47          NA  22.2835949   35.941428 14529.8940  2821.84540      4  40416017
## 48          NA   0.9905509    1.162028         NA          NA      4 264322562
## 49  -4823.7465   1.5717447   -7.998501 -6096.9352 -1185.70080      4  13278118
## 50  -1871.3535  -5.5929307  -21.810297 -3208.9149  -580.48084      4  48930129
## 51  -1500.3830  -2.2163470   10.276220 -1893.8139  -394.15708      4  24396212
## 52   3657.2599   4.0569737    7.905455  4868.1102   921.52809      4 174405280
## 53   3472.7808   2.2668094  274.399867  4221.5015   834.74241      4  17854254
## 54   4908.2969   3.0015053   45.188111  6787.8277  1298.48307      4  21992128
## 55  -5884.8501  -7.3761768  -61.355040 -7610.6373 -1511.69317      4  15324508
## 56  -3077.8925  -3.2626041  -31.250327 -4837.4645  -851.39914      4  36757340
## 57  -3354.1415  -3.2152458   -6.348176 -5315.1500 -1000.27333      4  47691305
## 58  -4321.9475  -6.5309125  -62.643841 -7864.0550 -1288.82711      4  72781108
## 59   2897.1718   2.6588976    4.101619  4338.0003   800.79181      4  56292151
## 60          NA   9.7903646  488.219227  4988.0378   975.92941      4   2443328
## 61  -3352.1092  -3.1144198  -32.540697 -6498.1933 -1048.69635      4  40931456
## 62   2579.9124   2.4536235   10.200370  3067.7774   542.01835      4  57865566
## 63  -5800.1959 -30.5899005  -21.820700 -6697.1092 -1252.35255      4  31701357
## 64   3323.5950   1.4960622  122.542673  4371.2015   851.37853      4  21534459
## 65          NA   0.6620284   61.446172         NA          NA      4   4148354
## 66   5377.0854   2.0529568   23.247924  7236.1099  1383.15040      4  63177177
## 67          NA  37.7457720   87.909405         NA          NA      4  20556435
## 68  -3277.0682  -3.5618019    7.150624 -4238.7095  -844.17852      4  13728066
## 69          NA  -1.8526777    2.115135         NA          NA      4  67041199
## 70   2222.2731   1.5422046  151.600314  3479.5683   593.61949      4  22600633
## 71          NA  -4.9715778  -43.661769         NA          NA      4  70520162
## 72   -600.7129  -0.3830521   -5.012284 -1039.1365  -180.70475      4  53341640
## 73    156.6856  18.4907939   53.187849    90.9426    14.49219      4  39082367
## 74   4914.9433   6.1619742  404.075452  6847.3815  1286.11669      4  17600209
## 75  -6189.2647 -11.8460834  -13.917710 -8734.7907 -1654.64357      4  51300526
## 76  -2812.9806  -1.4765618  -16.144480 -3791.8971  -693.41967      4  23560418
## 77   4014.6142  11.4159067   44.309148  4772.4339   889.46887      4  29924065
## 78  14312.4573  11.1722174  108.347311 18175.1179  3600.08375      4  27879951
## 79   -561.4391  -0.1120998   30.122316  -831.7208  -143.43051      4  21231595
## 80  -1092.5594   1.1215722   83.884744 -1603.3524  -300.74232      4  14092801
## 81  -2452.1705  -2.2982708  -22.498194 -3265.9712  -626.86692      4  28163005
## 82   5546.7069   3.8187215   60.106797  7336.9841  1466.96740      4  54430165
## 83   8486.5525   7.2844649   80.502987 10032.1969  1930.90257      4  30613706
## 84  -3404.0299  -4.2377916  -25.704413 -4376.4992  -808.38870      4  22247184
## 85  -6276.2788  -5.4273462  -61.845069 -9187.2788 -1639.36547      4  37514194
## 86  -2111.8831  -2.5116317  -12.637766 -3240.1925  -578.82070      4  23430269
## 87          NA   3.9835576    2.156075  3713.3598   621.69114      4 113900872
## 88  -3692.1865  -5.7060760  -77.628447 -6219.0757 -1083.50442      4  39205660
## 89   2157.6878   1.1212571    4.175012  3618.1602   623.90660      4 202420784
## 90  -7958.5588 -12.8474404 -188.926294 -9362.5210 -1870.17017      4  15909268
## 91   8724.8916  13.0669557  173.633556 11081.3609  2164.50686      4  19809334
## 92  -3083.1211 -11.3647092  -39.392885 -3800.9853  -779.20077      4   4752042
## 93   7541.5281   6.0486761   11.418495 10088.0839  1950.18155      4  74094196
## 94   3307.8067   2.6680361    8.512272  5146.9329   926.95529      4  59830414
## 95  -2943.2669  -3.6352602   -6.007321 -5828.4766  -952.20496      4  26101949
## 96   5520.0693   2.0729228  160.277817  6811.2478  1354.87258      4  19128510
## 97  -2652.8743  -3.6963547   -1.835258 -4138.7287  -751.11986      4  36872637
## 98   6138.7943   2.6572699   84.425278  7954.1711  1549.22281      4  17309323
## 99  -2764.4715  -9.7790314  -11.400715 -3990.1952  -737.88510      4  30982004
## 100 -2649.4924  -3.5844913  -43.146908 -5385.6333  -856.48143      4  62277694
##        areawater     npl_cnt   tsdf_cnt shape_length shape_area
## 1      247718.31 0.000000000 0.10619469    16632.472   15255287
## 2      393582.83 0.000000000 0.04166667    32339.270   43472594
## 3      337730.82 0.000000000 0.00000000    47686.766   86083790
## 4      768590.16 0.000000000 0.05263158    48568.005  109294568
## 5      367869.32 0.045454545 0.09090909    50378.349   78033330
## 6       27830.31 0.000000000 0.00000000    45198.050   61461012
## 7     9684688.54 0.028571429 0.02857143    44564.024  107704421
## 8     5454406.80 0.000000000 0.05000000    61154.495  147220913
## 9     1064866.65 0.000000000 0.06451613    50571.628  109751216
## 10    5765756.80 0.022222222 0.11111111    26881.791   44096242
## 11      58070.15 0.019480519 0.16883117    19188.706   16829296
## 12     357239.59 0.000000000 0.12068966    27128.920   34938538
## 13      74539.27 0.010638298 0.12765957    15343.280   15120860
## 14     113522.63 0.000000000 0.22580645    23384.365   30319498
## 15   30185484.17 0.000000000 0.00000000    73406.074  206828689
## 16   29597977.11 0.000000000 0.04166667    30488.246   71248256
## 17     480215.61 0.000000000 0.00000000    48318.567   95389232
## 18     399422.35 0.000000000 0.24210526    19163.296   17219368
## 19    2018138.14 0.000000000 0.05714286    41599.773   79732056
## 20    1372616.38 0.000000000 0.09523810    50631.563   86252274
## 21   11283297.29 0.000000000 0.00000000    37789.929   66391123
## 22    2145393.57 0.000000000 0.00000000    60531.914  122190903
## 23     132462.92 0.012987013 0.10389610    22651.292   23713701
## 24     930300.91 0.021276596 0.06382979    40543.603   77242900
## 25    2698672.06 0.015625000 0.04687500    28380.221   46878668
## 26      78378.02 0.010256410 0.07692308    14382.874   13079212
## 27   45668265.87 0.000000000 0.00000000    64336.665  140467177
## 28   93766326.81 0.000000000 0.06250000    54538.082  189463000
## 29     346779.90 0.000000000 0.11111111    20407.911   20734270
## 30     295964.04 0.000000000 0.08000000    32458.768   42204499
## 31     417449.38 0.000000000 0.02941176    48818.850   93187525
## 32     193160.93 0.000000000 0.25490196    11840.642    7726971
## 33      79027.81 0.000000000 0.04255319    28704.803   42671458
## 34      48495.04 0.000000000 0.19341564    11063.320    6750868
## 35     239289.40 0.000000000 0.13333333    40874.076   65509433
## 36     119233.55 0.023121387 0.13872832    13072.568    8191518
## 37    1329200.80 0.000000000 0.00000000    64364.255  138657055
## 38    3132579.12 0.000000000 0.12500000    63864.260  147122814
## 39     453239.12 0.062500000 0.21875000    36843.194   67132497
## 40      93645.31 0.000000000 0.00000000    47917.445   80468939
## 41     104180.57 0.000000000 0.25684932    11907.427    8948744
## 42     331863.08 0.000000000 0.03921569    32279.681   57151700
## 43     268315.61 0.000000000 0.03278689    29421.345   38483227
## 44      50801.62 0.041666667 0.04166667    29469.504   45304974
## 45      76909.72 0.013888889 0.15277778    21643.093   20319338
## 46     986179.95 0.000000000 0.10526316    42400.040   75903271
## 47     158293.84 0.000000000 0.00000000    31517.511   60633209
## 48  365493493.83 0.000000000 0.00000000   151760.736  950206957
## 49     537423.62 0.017857143 0.12500000    19971.202   21050578
## 50     375165.04 0.000000000 0.03846154    43113.570   74167011
## 51     137658.19 0.000000000 0.09523810    29534.581   37114395
## 52     861689.29 0.000000000 0.00000000    99962.269  261941044
## 53     289872.68 0.000000000 0.21621622    22462.512   27419126
## 54     125538.32 0.000000000 0.08510638    26119.300   33230534
## 55     467293.00 0.000000000 0.16000000    22803.171   23870414
## 56     450867.16 0.000000000 0.12903226    37512.136   56516678
## 57     378294.18 0.000000000 0.00000000    42171.371   72066349
## 58     302547.69 0.000000000 0.06250000    55825.639  111497894
## 59      35552.86 0.000000000 0.00000000    48085.940   85902875
## 60     105115.93 0.001801802 0.17837838     8468.602    3829650
## 61     116285.21 0.000000000 0.07142857    44699.656   62867433
## 62    1178178.23 0.000000000 0.04545455    47457.842   88913635
## 63     363524.12 0.052631579 0.05263158    31083.286   48260569
## 64      95043.48 0.000000000 0.13846154    25404.856   33088916
## 65    2949491.43 0.008333333 0.24166667    12658.684   10397404
## 66    1637540.14 0.000000000 0.04545455    51636.378  100291031
## 67    3864819.19 0.020833333 0.08333333    23390.838   36225054
## 68     118333.24 0.000000000 0.09333333    18513.247   21232346
## 69   44851672.15 0.000000000 0.07692308    57417.720  167753223
## 70    6220967.92 0.000000000 0.11538462    24384.921   44424126
## 71    5088548.94 0.000000000 0.03125000    51381.074  111633040
## 72   17652458.08 0.000000000 0.08333333    47811.228  109183126
## 73    1200720.04 0.038461538 0.03846154    31776.675   62288065
## 74      85915.04 0.000000000 0.17708333    21208.881   26805215
## 75     163669.58 0.000000000 0.00000000    47430.436   77398465
## 76     230245.31 0.000000000 0.13953488    27449.779   36162186
## 77     378975.37 0.024390244 0.02439024    26139.204   45271555
## 78      57686.30 0.000000000 0.05681818    30367.812   41372113
## 79     267556.83 0.000000000 0.15942029    27001.804   33248253
## 80     342931.88 0.010638298 0.12765957    19003.383   21903895
## 81      90245.92 0.000000000 0.09615385    28997.415   42619730
## 82     109418.36 0.000000000 0.02222222    43645.134   81452028
## 83     142295.74 0.000000000 0.11111111    28346.420   45765284
## 84     548755.46 0.000000000 0.06521739    26219.210   34310976
## 85     567236.87 0.000000000 0.06451613    39602.696   58901445
## 86     175213.41 0.000000000 0.05084746    29707.953   36523192
## 87    2701347.25 0.000000000 0.08333333    64159.966  176258315
## 88     204405.56 0.000000000 0.20000000    38617.028   59158429
## 89  106914890.40 0.000000000 0.00000000    99363.756  472064660
## 90     174911.46 0.000000000 0.19417476    20752.713   24018825
## 91    1278306.94 0.000000000 0.06060606    23628.939   32586051
## 92     127631.20 0.006593407 0.16263736    11247.369    7431963
## 93    2621338.93 0.000000000 0.00000000    55853.226  118641479
## 94   13018813.33 0.000000000 0.00000000    45613.673  111088118
## 95      75234.16 0.000000000 0.06451613    35324.135   40313310
## 96     131402.55 0.000000000 0.05333333    24325.845   29025849
## 97     129479.87 0.000000000 0.07547170    36349.714   56948215
## 98     260594.36 0.000000000 0.12727273    21296.158   26702991
## 99     258306.93 0.035714286 0.03571429    32201.204   48024718
## 100    117273.92 0.000000000 0.15384615    54798.255   95288563
vis_miss(full.join) #<- not perfect, but a lot better

head(full.join)
##      county num_tested per_tested num_high_lead per_highlead_h num_tested_older
## 1  ALAMANCE      1,951       50.1            36           0.02             2120
## 2 ALEXANDER        516       71.6             3           0.60              569
## 3 ALLEGHANY         75       38.9             1           1.30               94
## 4     ANSON        204       39.3             5           2.50              282
## 5      ASHE        259       62.4             0           0.00              306
## 6     AVERY        176       64.7             3           1.70              190
##    fips bf_acreage objectid           id acstotpop acsipovbas acseducbas
## 1 37001     347.22 143210.0 370010210849 1421.0265  1381.9292   956.0265
## 2 37003       0.00 143278.5 370030404211 1546.6250  1489.5000  1113.5833
## 3 37005       0.00 143296.0 370059501911  997.5455   986.3636   749.3636
## 4 37007      20.12 143311.0 370079203792 1331.8947  1235.2105   952.2105
## 5 37009       0.00 143331.5 370099705093 1217.5455  1202.3182   919.6364
## 6 37011       5.71 143350.5 370119302633 1093.8125   889.4375   820.2500
##   acstothh acstothu  minorpop   minorpct lowincome lowincpct   lesshs lesshspct
## 1 566.8938 617.2478 503.21239 0.36638784  549.8673 0.4174402 138.3097 0.1610634
## 2 571.7500 683.2917 203.08333 0.13480558  582.7917 0.3879962 205.1667 0.1952111
## 3 431.4545 741.8182 129.54545 0.12637604  481.3636 0.4884076 175.0909 0.2336556
## 4 500.8421 610.2105 737.78947 0.55959010  581.5263 0.4721476 185.3684 0.1916498
## 5 536.5909 802.2273  90.27273 0.07734615  455.0455 0.3879327 144.8636 0.1613797
## 6 411.6875 885.3750 137.68750 0.09512622  402.4375 0.4580288 145.3125 0.1582499
##     under5  under5pct   over64 over64pct   pre1960 pre1960pct  vuleopct
## 1 82.71681 0.05534797 232.8053 0.1771052 149.39823  0.2691712 0.3919140
## 2 75.91667 0.05013226 295.3750 0.1978350  98.83333  0.1520456 0.2614009
## 3 40.09091 0.04003484 254.7273 0.2567598 111.36364  0.1455569 0.3073918
## 4 62.94737 0.04794065 228.5789 0.1856193 162.52632  0.2777601 0.5158688
## 5 53.36364 0.04277098 292.1364 0.2449194 138.45455  0.1808975 0.2326394
## 6 40.18750 0.03719168 231.2500 0.2414349 132.43750  0.2004419 0.2765775
##      vuleo     dispeo      dslpm   cancer      resp       pnpl       prmp
## 1 535.9212   32.59198 0.31652977 34.59308 0.4576592 0.01848727 0.46651075
## 2 405.8671 -141.94921 0.17280304 30.84475 0.3938572 0.03791257 0.09692420
## 3 308.8310  -44.50068 0.09937925 21.84325 0.2680125 0.04924975 0.04654865
## 4 670.7667  199.00813 0.17955891 35.18457 0.4911926 0.04526166 0.05523394
## 5 276.5605 -154.69544 0.09294807 20.98061 0.2573567 0.07051830 0.02690828
## 6 300.3192  -87.11040 0.09034049 20.49582 0.2441193 0.01639408 0.02883423
##        ptsdf    ozone     pm25  d_dslpm_2  d_cancr_2    d_pnpl_2  d_ptsdf_2
## 1 1.08713271 43.45316 8.297337  20.551376  1203.8700   0.5917337  26.870053
## 2 0.12815287 43.16748 8.401689 -24.041662 -4428.8246  -4.8455965 -20.473410
## 3 0.04657801 42.31874 7.133256  -4.067480  -987.8557  -2.1888089  -2.472353
## 4 0.23587285 42.09358 7.856333  36.596005  7057.9545   8.6984956  62.906865
## 5 0.22496000 42.85610 6.934824 -13.882709 -3251.3249 -12.4242546 -33.067156
## 6 0.05077100 42.75757 6.909698  -7.962184 -1806.5473  -1.4888087  -5.161336
##   d_ozone_2   d_pm25_2 region arealand areawater    npl_cnt   tsdf_cnt
## 1  1412.791   275.6960      4  9705172 247718.31 0.00000000 0.10619469
## 2 -6126.982 -1194.0276      4 28056590 393582.83 0.00000000 0.04166667
## 3 -1882.238  -321.0384      4 55191000 337730.82 0.00000000 0.00000000
## 4  8363.908  1560.8020      4 72446218 768590.16 0.00000000 0.05263158
## 5 -6623.000 -1074.6371      4 50040991 367869.32 0.04545455 0.09090909
## 6 -3720.851  -603.5508      4 40037633  27830.31 0.00000000 0.00000000
##   shape_length shape_area
## 1     16632.47   15255287
## 2     32339.27   43472594
## 3     47686.77   86083790
## 4     48568.01  109294568
## 5     50378.35   78033330
## 6     45198.05   61461012
#Distribution of data
hist(pull(full.join, per_highlead_h))

hist(pull(full.join, bf_acreage))

hist(pull(full.join, minorpct))

hist(pull(full.join, lowincpct))

hist(pull(full.join, over64pct))

hist(pull(full.join, pre1960pct))

hist(pull(full.join, vuleopct))

hist(pull(full.join, cancer))

hist(pull(full.join, resp))

#Finding correlations
full.join %>% dplyr::select(per_tested:bf_acreage, minorpop:pm25) %>%
  ggcorr()

EDA Interpretation: The data is overall pretty normal in distribution. Bf_acreage is an exeption, but it will be tranformed into a proporition further in the code. Running the correlation EDA also gives us some interesting output. There does seem to be some positive correlation between bf_acreage and high lead, but it seems neutral-to-positive for cancer.

##Unsupervised Machine Learning: K-Means

Creating a matrix and scaling relevant variables

#Create Matrix
ej.matrix <- full.join %>% 
  magrittr::set_rownames(.$county)%>%
  dplyr::select(-county)
ej.matrix
##              num_tested per_tested num_high_lead per_highlead_h
## ALAMANCE          1,951       50.1            36           0.02
## ALEXANDER           516       71.6             3           0.60
## ALLEGHANY            75       38.9             1           1.30
## ANSON               204       39.3             5           2.50
## ASHE                259       62.4             0           0.00
## AVERY               176       64.7             3           1.70
## BEAUFORT            675       76.2             5           0.70
## BERTIE              266       76.0             3           1.10
## BLADEN              472       67.8             6           1.30
## BRUNSWICK         1,191       59.7             3           0.30
## BUNCOMBE          2,951       60.5            19           0.60
## BURKE             1,359       75.9            16           1.20
## CABARRUS          2,546       49.9            21           0.80
## CALDWELL          1,069       68.5            10           0.90
## CAMDEN              106       56.7             1           0.90
## CARTERET            691       64.7             7           1.00
## CASWELL             268       63.5             4           1.50
## CATAWBA           2,180       65.2            12           0.60
## CHATHAM             650       49.5             3           0.50
## CHEROKEE            292       61.0             1           0.30
## CHOWAN              177       63.9             1           0.60
## CLAY                 96       55.8             0           0.00
## CLEVELAND         1,647       74.0            14           0.90
## COLUMBUS            778       68.0            10           1.30
## CRAVEN            2,087       76.6            16           0.80
## CUMBERLAND        3,248       29.8            47           1.40
## CURRITUCK           165       31.7             1           0.60
## DARE                307       46.4             1           0.30
## DAVIDSON          2,634       75.0            32           1.20
## DAVIE               516       67.3             7           1.40
## DUPLIN            1,001       73.6             5           0.50
## DURHAM            4,558       54.7            23           0.50
## EDGECOMBE           852       69.6             8           0.90
## FORSYTH           5,519       63.4            62           1.10
## FRANKLIN            856       60.5             4           0.50
## GASTON            2,071       40.5            15           0.70
## GATES               102       52.6             1           1.00
## GRAHAM               85       54.5             0           0.00
## GRANVILLE           694       58.4             1           0.10
## GREENE              308       74.9             3           1.00
## GUILFORD          8,773       71.1            74           0.80
## HALIFAX             866       76.6            17           2.00
## HARNETT           1,833       49.1            26           1.40
## HAYWOOD             780       67.4             4           0.50
## HENDERSON         1,231       57.7            13           1.10
## HERTFORD            341       74.1             6           1.80
## HOKE                835       48.4             8           1.00
## HYDE                 45       65.2             1           2.20
## IREDELL           2,039       54.4            14           0.70
## JACKSON             492       66.7             3           0.60
## JOHNSTON          2,469       53.5            11           0.40
## JONES               137       70.6             0           0.00
## LEE               1,050       67.7            12           1.10
## LENOIR              992       80.0            17           1.70
## LINCOLN             644       38.7             6           0.90
## MACON               405       61.3             5           1.20
## MADISON             260       65.3             3           1.20
## MARTIN              396       80.0             5           1.30
## MCDOWELL            570       65.1             7           1.20
## MECKLENBURG       9,800       33.3            72           0.70
## MITCHELL             86       30.3             0           0.00
## MONTGOMERY          484       88.3            10           2.10
## MOORE             1,747       76.7            13           0.70
## NASH              1,651       76.6            25           1.50
## NEW HANOVER       3,026       68.6            34           1.10
## NORTHAMPTON         257       69.3             3           1.20
## ONSLOW            4,811       60.3            42           0.90
## ORANGE            1,169       50.5             6           0.50
## PAMLICO             162       99.4             1           0.60
## PASQUOTANK          742       78.4            10           1.30
## PENDER              877       68.5             4           0.50
## PERQUIMANS          177       72.2             3           1.70
## PERSON              340       40.3             7           2.10
## PITT              2,587       62.5            12           0.50
## POLK                132       42.6             1           0.80
## RANDOLPH          2,208       71.3            24           1.10
## RICHMOND            893       79.1            18           2.00
## ROBESON           2,514       72.2            20           0.80
## ROCKINGHAM        1,058       59.7            17           1.60
## ROWAN             2,035       64.0            24           1.20
## RUTHERFORD          432       32.2             2           0.50
## SAMPSON           1,352       81.2            14           1.00
## SCOTLAND            671       74.7            10           1.50
## STANLY            1,098       78.0            16           1.50
## STOKES              478       59.8             7           1.50
## SURRY               801       53.6            20           2.50
## SWAIN               198       67.6             3           1.50
## TRANSYLVANIA        365       68.9             3           0.80
## TYRRELL              38       52.8             2           5.30
## UNION             1,648       34.1            10           0.60
## VANCE               606       52.9             4           0.70
## WAKE             12,820       50.7            98           0.80
## WARREN              229       68.4             4           1.70
## WASHINGTON          161       61.2             1           0.60
## WATAUGA             581       77.3             6           1.00
## WAYNE             2,082       64.1            12           0.60
## WILKES              941       70.0             7           0.70
## WILSON            1,488       77.7            21           1.40
## YADKIN              424       56.2             4           0.90
## YANCEY              171       48.4             2           1.20
##              num_tested_older  fips bf_acreage objectid           id acstotpop
## ALAMANCE                 2120 37001    347.220 143210.0 370010210849 1421.0265
## ALEXANDER                 569 37003      0.000 143278.5 370030404211 1546.6250
## ALLEGHANY                  94 37005      0.000 143296.0 370059501911  997.5455
## ANSON                     282 37007     20.120 143311.0 370079203792 1331.8947
## ASHE                      306 37009      0.000 143331.5 370099705093 1217.5455
## AVERY                     190 37011      5.710 143350.5 370119302633 1093.8125
## BEAUFORT                  741 37013    191.180 143376.0 370139305119 1349.8000
## BERTIE                    314 37015         NA 143403.5 370159602653  982.2000
## BLADEN                    516 37017         NA 143429.0 370179503874 1089.6129
## BRUNSWICK                1345 37019    268.390 143489.5 370190311557 1409.5556
## BUNCOMBE                 3359 37021    756.890 143611.5 370210021244 1652.4286
## BURKE                    1453 37023    209.040 143717.5 370230207959 1546.7586
## CABARRUS                 2820 37025    172.830 143793.5 370250416577 2143.0638
## CALDWELL                 1208 37027    112.610 143871.5 370270307780 1319.0161
## CAMDEN                    110 37029         NA 143905.5 370299501018 1741.1667
## CARTERET                  732 37031     18.843 143944.5 370319712691  957.2222
## CASWELL                   311 37033         NA 143989.5 370339303502 1263.6667
## CATAWBA                  2382 37035    171.218 144046.0 370350109627 1649.7789
## CHATHAM                   732 37037    516.627 144111.0 370370204075 1994.0286
## CHEROKEE                  324 37039      0.000 144139.0 370399303768 1317.5238
## CHOWAN                    190 37041     90.980 144156.5 370419301439 1014.6429
## CLAY                      109 37043         NA 144167.0 370439501431 1544.7143
## CLEVELAND                2007 37045    187.670 144209.0 370459508295 1261.8052
## COLUMBUS                  950 37047         NA 144271.0 370479307747 1197.7234
## CRAVEN                   2335 37049     92.500 144326.5 370499606981 1610.6562
## CUMBERLAND               3640 37051    258.110 144456.0 370510124581 1703.1077
## CURRITUCK                 177 37053      5.200 144561.0 370531689347 1719.7333
## DARE                      319 37055         NA 144584.5 370559716072 1116.9062
## DAVIDSON                 2753 37057     37.950 144654.5 370570611163 1524.6667
## DAVIE                     544 37059     17.900 144721.0 370590803882 1679.6400
## DUPLIN                   1331 37061    140.220 144750.5 370610904745 1737.1176
## DURHAM                   5104 37063    602.340 144844.0 370630079165 2002.9869
## EDGECOMBE                1004 37065     47.680 144944.0 370650208556 1134.7234
## FORSYTH                  5922 37067   1176.624 145089.0 370670028099 1529.1070
## FRANKLIN                  951 37069     28.750 145225.5 370690604511 2163.4000
## GASTON                   2314 37071    435.010 145327.0 370710318228 1251.9364
## GATES                     115 37073         NA 145418.5 370739701902 1156.3000
## GRAHAM                     96 37075     37.470 145427.5 370759202252 1069.6250
## GRANVILLE                 773 37077     32.980 145447.5 370779704545 1839.8125
## GREENE                    364 37079         NA 145470.0 370799501855 1616.0000
## GUILFORD                 9349 37081    647.893 145622.5 370810172130 1793.0890
## HALIFAX                   907 37083    357.970 145794.0 370839306181 1014.4510
## HARNETT                  2204 37085     56.210 145850.0 370850708508 2137.0656
## HAYWOOD                   821 37087     40.430 145904.5 370879219090 1259.0208
## HENDERSON                1428 37089    293.983 145964.5 370899317175 1578.1250
## HERTFORD                  359 37091         NA 146010.0 370919502535 1271.2105
## HOKE                      931 37093         NA 146032.0 370939706096 2129.5600
## HYDE                       55 37095         NA 146047.5 370959434502  898.8333
## IREDELL                  2225 37097    128.300 146106.5 370970610202 1540.4018
## JACKSON                   543 37099         NA 146175.5 370999493464 1625.2308
## JOHNSTON                 2781 37101     75.030 146230.5 371010408370 2275.8571
## JONES                     151 37103         NA 146276.0 371039202145 1385.0000
## LEE                      1189 37105     60.830 146298.0 371050304233 1625.0000
## LENOIR                   1254 37107     56.240 146340.0 371070108067 1217.5957
## LINCOLN                   774 37109     95.876 146388.5 371090706750 1628.8200
## MACON                     465 37111     15.290 146429.0 371119705425 1455.1290
## MADISON                   287 37113      2.050 146458.5 371139704221 1228.9286
## MARTIN                    594 37115     31.570 146480.5 371150104565 1337.8125
## MCDOWELL                  626 37117    147.500 146499.0 371179703478 1097.8095
## MECKLENBURG             11419 37119   9324.310 146787.0 371190095454 1899.6649
## MITCHELL                  114 37121         NA 147071.5 371219502502 1074.2857
## MONTGOMERY                521 37123      3.550 147089.5 371239602824 1242.6364
## MOORE                    1914 37125     59.430 147129.0 371259506046 1677.7018
## NASH                     1892 37127    382.280 147190.0 371270107872 1446.2000
## NEW HANOVER              3429 37129   1594.160 147282.5 371290277119 1868.5917
## NORTHAMPTON               277 37131      7.100 147353.5 371319202461  917.5455
## ONSLOW                   5526 37133         NA 147412.5 371330115437 2019.9167
## ORANGE                   1283 37135    137.170 147498.0 371350112661 1905.8400
## PAMLICO                   178 37137         NA 147542.0 371379532247  980.1538
## PASQUOTANK                800 37139         NA 147561.5 371399604432 1518.4231
## PENDER                    999 37141    407.250 147590.5 371419224926 1844.3750
## PERQUIMANS                196 37143         NA 147612.5 371439201510 1121.5833
## PERSON                    428 37145     25.690 147631.5 371459203659 1511.7308
## PITT                     2814 37147     82.480 147692.5 371470010013 1847.6250
## POLK                      185 37149     50.980 147746.5 371499201939 1704.8333
## RANDOLPH                 2429 37151    106.270 147795.5 371510309193 1662.3023
## RICHMOND                 1000 37153     10.000 147859.0 371539706076 1102.1707
## ROBESON                  2813 37155    605.140 147923.5 371559610364 1516.3864
## ROCKINGHAM               1166 37157         NA 148002.0 371570408473 1322.7536
## ROWAN                    2236 37159    734.120 148083.5 371590511557 1485.1596
## RUTHERFORD                659 37161    166.200 148156.5 371619606697 1279.4615
## SAMPSON                  1615 37163     36.910 148205.0 371639705205 1412.4667
## SCOTLAND                  736 37165   1183.260 148241.0 371650103414 1306.0000
## STANLY                   1183 37167     18.930 148277.5 371679307617 1328.5652
## STOKES                    507 37169      6.240 148316.0 371690704139 1480.8065
## SURRY                     887 37171    166.710 148361.0 371719306591 1222.0169
## SWAIN                     223 37173     20.500 148396.5 371739568841 1187.8333
## TRANSYLVANIA              402 37175   1293.630 148415.0 371759603526 1340.5200
## TYRRELL                    46 37177         NA 148430.0 371779601002  823.8000
## UNION                    2209 37179    259.295 148484.0 371790205833 2200.9126
## VANCE                     714 37181     38.940 148552.0 371819605639 1347.9394
## WAKE                    13995 37183   1346.050 148796.0 371830572273 2300.1275
## WARREN                    260 37185         NA 149031.0 371859502142 1335.5333
## WASHINGTON                218 37187     24.000 149046.0 371879501670  810.4000
## WATAUGA                   641 37189     38.880 149069.0 371899205460 1745.7097
## WAYNE                    2475 37191     94.460 149122.0 371910008519 1653.3600
## WILKES                    977 37193     28.350 149186.0 371939606553 1291.6981
## WILSON                   1560 37195     48.380 149240.0 371950008696 1478.8364
## YADKIN                    470 37197         NA 149281.5 371970503224 1345.1786
## YANCEY                    205 37199     79.670 149302.0 371999602314 1359.0000
##              acsipovbas acseducbas acstothh  acstothu   minorpop   minorpct
## ALAMANCE      1381.9292   956.0265 566.8938  617.2478  503.21239 0.36638784
## ALEXANDER     1489.5000  1113.5833 571.7500  683.2917  203.08333 0.13480558
## ALLEGHANY      986.3636   749.3636 431.4545  741.8182  129.54545 0.12637604
## ANSON         1235.2105   952.2105 500.8421  610.2105  737.78947 0.55959010
## ASHE          1202.3182   919.6364 536.5909  802.2273   90.27273 0.07734615
## AVERY          889.4375   820.2500 411.6875  885.3750  137.68750 0.09512622
## BEAUFORT      1334.8857   963.2000 552.1429  740.8571  461.40000 0.38511595
## BERTIE         916.1000   726.7500 398.8000  492.0500  645.45000 0.59923326
## BLADEN        1073.8710   779.0000 450.5806  576.6774  493.93548 0.45789805
## BRUNSWICK     1397.6333  1101.2000 602.5111  966.3111  257.18889 0.14800353
## BUNCOMBE      1610.6039  1208.5195 695.4091  789.5519  270.78571 0.16561525
## BURKE         1500.0000  1108.1724 597.7931  708.4828  283.50000 0.16181111
## CABARRUS      2123.5319  1415.4787 769.1383  830.7766  710.84043 0.33755975
## CALDWELL      1299.3710   947.6774 525.7097  612.0968  163.98387 0.13623437
## CAMDEN        1741.1667  1209.8333 639.3333  704.6667  341.16667 0.16031274
## CARTERET       938.3194   721.5972 412.3611  693.2083  130.50000 0.12501450
## CASWELL       1212.7778   926.2222 506.1111  598.7778  490.72222 0.38997361
## CATAWBA       1620.6842  1138.6105 643.1474  723.0842  398.57895 0.23764023
## CHATHAM       1970.6571  1458.8857 815.0571  901.5714  567.68571 0.26847936
## CHEROKEE      1299.6667  1011.0000 566.4286  862.0952  115.09524 0.07971821
## CHOWAN         991.0714   750.3571 427.4286  521.5000  407.85714 0.32891504
## CLAY          1540.7143  1185.4286 723.1429 1044.1429   97.14286 0.05476915
## CLEVELAND     1237.1688   863.0909 478.9870  565.9610  340.15584 0.28879995
## COLUMBUS      1131.8723   837.7872 474.5957  558.5106  487.14894 0.39639378
## CRAVEN        1527.4375  1054.0000 638.6094  732.9844  548.75000 0.37025334
## CUMBERLAND    1622.6923  1050.3641 638.0410  747.8923  953.65128 0.56149506
## CURRITUCK     1707.4667  1218.5333 676.5333 1037.1333  220.26667 0.10272042
## DARE          1110.5312   832.8125 482.5312 1078.5938  138.96875 0.08847438
## DAVIDSON      1501.8148  1066.8796 606.2130  688.0648  297.37037 0.21677356
## DAVIE         1666.8400  1196.3200 639.9600  743.2800  257.16000 0.15259076
## DUPLIN        1717.1176  1174.5882 640.6176  761.0588  838.00000 0.47423996
## DURHAM        1914.5490  1369.0000 806.8235  872.0850 1157.01307 0.55135742
## EDGECOMBE     1117.7872   778.2979 454.7021  530.7447  722.08511 0.65018190
## FORSYTH       1486.3169  1022.5185 603.6420  672.3539  657.32099 0.43480323
## FRANKLIN      2109.0667  1493.8000 824.9667  933.7333  788.60000 0.41599298
## GASTON        1234.0000   862.4740 471.0636  530.5145  337.69364 0.29255741
## GATES         1149.0000   834.5000 447.7000  533.6000  427.50000 0.37502417
## GRAHAM        1053.0000   755.2500 411.0000  752.1250  141.12500 0.13159889
## GRANVILLE     1752.8438  1293.0625 657.1875  752.1562  769.37500 0.44902076
## GREENE        1433.4615  1149.3846 558.3846  639.6923  857.30769 0.50874970
## GUILFORD      1734.3836  1194.0342 694.2842  776.5171  880.81849 0.50324802
## HALIFAX        986.4902   713.5490 414.0392  508.2157  623.52941 0.61896109
## HARNETT       2078.4098  1372.9672 739.1148  839.8361  816.90164 0.38726791
## HAYWOOD       1242.8333   941.1458 548.6667  737.4583   89.58333 0.06974944
## HENDERSON     1558.7500  1169.4306 670.5694  790.8194  264.83333 0.17175784
## HERTFORD      1154.3158   880.5789 468.3684  559.5789  846.05263 0.67658559
## HOKE          2062.1600  1364.0000 708.8800  828.3600 1270.96000 0.59910684
## HYDE           793.5000   642.6667 294.8333  541.5000  369.16667 0.26815016
## IREDELL       1524.8839  1053.8482 582.5536  650.3036  365.90179 0.24765476
## JACKSON       1478.5385  1037.6538 640.0769 1041.2692  309.76923 0.17013023
## JOHNSTON      2252.4405  1505.4167 799.4524  877.2024  722.50000 0.33985099
## JONES         1379.2857  1038.7143 591.0000  708.2857  522.00000 0.35035799
## LEE           1598.8378  1087.7027 587.6757  661.1622  681.72973 0.43721250
## LENOIR        1190.5957   847.1277 491.9362  586.1702  615.59574 0.55905630
## LINCOLN       1612.0200  1157.9400 640.4400  704.5400  243.36000 0.15357922
## MACON         1420.5484  1051.3226 579.3871  687.0000  182.16129 0.13220938
## MADISON       1219.2857   924.0000 560.6786  912.7500  131.57143 0.10542701
## MARTIN        1271.0625   953.5000 528.2500  680.7500   79.06250 0.05580211
## MCDOWELL      1088.7619   788.9524 451.0000  552.7619  526.23810 0.52007524
## MECKLENBURG   1872.1045  1269.1874 727.1099  785.2162 1001.04685 0.50884357
## MITCHELL      1043.8571   795.4286 454.3571  629.4286   81.64286 0.07417470
## MONTGOMERY    1193.0909   863.3182 473.2273  737.9545  456.45455 0.35259915
## MOORE         1657.1228  1212.9123 683.5965  818.2105  382.59649 0.24504187
## NASH          1415.4923   994.6615 564.9231  659.6308  717.64615 0.51998861
## NEW HANOVER   1811.1083  1272.2250 780.3000  910.3667  428.13333 0.23430134
## NORTHAMPTON    876.8182   683.1364 392.1818  530.4545  562.77273 0.58645946
## ONSLOW        1806.2708  1074.7917 667.3438  817.7188  678.06250 0.33634818
## ORANGE        1757.1867  1185.9067 700.3867  766.6933  584.18667 0.30402591
## PAMLICO        923.6154   764.9231 411.6923  593.9231  252.61538 0.25052233
## PASQUOTANK    1424.8077  1031.3077 568.4615  658.0000  685.80769 0.46773913
## PENDER        1804.7500  1299.9375 680.1875  893.7812  465.06250 0.24093321
## PERQUIMANS    1107.8333   842.8333 493.2500  594.6667  312.91667 0.24381010
## PERSON        1489.3077  1074.0000 605.5385  708.7692  508.34615 0.35292864
## PITT          1776.1458  1113.4271 720.5104  818.3646  837.21875 0.45184130
## POLK          1679.0833  1316.9167 753.9167  972.8333  242.91667 0.13838409
## RANDOLPH      1641.6395  1146.8605 651.6395  722.6395  343.16279 0.20997913
## RICHMOND      1064.3415   745.6098 452.3415  521.4634  470.43902 0.41900496
## ROBESON       1475.2386   973.3864 522.3750  603.0114 1129.88636 0.73012599
## ROCKINGHAM    1301.7246   948.7536 539.1449  637.3478  363.60870 0.26714038
## ROWAN         1440.2979  1019.7447 556.3936  652.4362  410.07447 0.28923702
## RUTHERFORD    1255.8846   912.0000 506.6346  659.1346  211.90385 0.17218671
## SAMPSON       1392.7556   944.8222 523.0444  613.5556  688.71111 0.50048924
## SCOTLAND      1208.3333   876.8148 485.6667  566.4815  736.51852 0.57434103
## STANLY        1286.3261   927.2826 515.5870  600.8261  254.45652 0.20703864
## STOKES        1462.8710  1083.9355 622.6452  715.6774  129.74194 0.09390145
## SURRY         1204.6780   858.9322 491.2712  576.7797  192.89831 0.15398007
## SWAIN         1171.7500   821.4167 453.5833  745.9167  448.83333 0.29115646
## TRANSYLVANIA  1298.7600  1014.6000 564.9200  782.4000  129.96000 0.08474291
## TYRRELL        685.0000   660.8000 326.2000  445.8000  384.40000 0.38438057
## UNION         2173.0485  1398.4078 729.7573  773.2427  603.22330 0.27861942
## VANCE         1324.2424   907.1212 510.7273  609.6061  808.51515 0.66034214
## WAKE          2251.0352  1527.2132 858.2374  926.2110  912.88132 0.37327769
## WARREN        1271.8667   961.1333 518.6667  796.5333  823.80000 0.57548578
## WASHINGTON     797.0000   559.0667 338.2000  430.5333  450.13333 0.49759896
## WATAUGA       1560.2903   999.4839 656.6129 1081.2903  141.67742 0.08092238
## WAYNE         1608.5867  1094.7333 642.0400  720.9867  764.82667 0.48479155
## WILKES        1271.4906   925.7925 535.0000  631.6981  160.75472 0.12670923
## WILSON        1450.4364  1004.5818 584.1455  654.6364  780.90909 0.57064458
## YADKIN        1332.5000   951.1786 551.7143  621.4643  209.21429 0.15066664
## YANCEY        1346.8462  1009.1538 569.3846  862.3846  100.53846 0.07497696
##              lowincome lowincpct    lesshs  lesshspct    under5  under5pct
## ALAMANCE      549.8673 0.4174402 138.30973 0.16106337  82.71681 0.05534797
## ALEXANDER     582.7917 0.3879962 205.16667 0.19521105  75.91667 0.05013226
## ALLEGHANY     481.3636 0.4884076 175.09091 0.23365562  40.09091 0.04003484
## ANSON         581.5263 0.4721476 185.36842 0.19164984  62.94737 0.04794065
## ASHE          455.0455 0.3879327 144.86364 0.16137970  53.36364 0.04277098
## AVERY         402.4375 0.4580288 145.31250 0.15824990  40.18750 0.03719168
## BEAUFORT      572.0000 0.4676535 119.65714 0.13187570  65.48571 0.04784239
## BERTIE        458.7500 0.4699756 154.75000 0.18105236  42.20000 0.04088192
## BLADEN        556.0645 0.5282522 154.77419 0.19129775  57.90323 0.05804781
## BRUNSWICK     435.1333 0.2979744 105.81111 0.09390192  58.94444 0.03692417
## BUNCOMBE      542.2013 0.3552642 109.04545 0.09264570  83.55844 0.05113294
## BURKE         630.1552 0.4088125 211.34483 0.19905904  73.68966 0.04662198
## CABARRUS      597.0532 0.3273445 141.51064 0.12475242 137.61702 0.06447769
## CALDWELL      536.4839 0.4369692 192.14516 0.20592006  66.72581 0.05082282
## CAMDEN        497.8333 0.2440306 173.66667 0.12930086  82.00000 0.03515260
## CARTERET      283.9583 0.2754435  63.93056 0.08136868  41.16667 0.03641695
## CASWELL       467.7222 0.3974021 190.22222 0.20542034  58.77778 0.04116708
## CATAWBA       584.0211 0.3637524 168.67368 0.15466219  93.47368 0.05579495
## CHATHAM       578.9429 0.3080175 172.17143 0.13077810  98.65714 0.04966536
## CHEROKEE      534.5714 0.4130994 138.66667 0.14873041  53.76190 0.03644420
## CHOWAN        431.2143 0.3595807 120.14286 0.13844495  47.42857 0.03680705
## CLAY          673.8571 0.4301222 136.85714 0.12365401  57.28571 0.04092866
## CLEVELAND     562.4156 0.4598837 138.31169 0.16966641  69.98701 0.05510341
## COLUMBUS      544.1489 0.4751125 154.51064 0.17251402  59.97872 0.04705761
## CRAVEN        535.5312 0.3790846 124.32812 0.13466670 104.43750 0.06345879
## CUMBERLAND    676.5846 0.4321061  97.44103 0.10091263 130.36923 0.07146213
## CURRITUCK     473.8667 0.2669347 132.00000 0.09136921  93.33333 0.04177162
## DARE          323.4688 0.2152911  56.03125 0.05064283  52.40625 0.03357815
## DAVIDSON      574.2407 0.4134189 176.68519 0.18121879  83.22222 0.05200953
## DAVIE         505.0400 0.2957047 159.16000 0.13818610  79.24000 0.04207496
## DUPLIN        911.8824 0.5152684 303.44118 0.25129382 109.44118 0.06085651
## DURHAM        634.9935 0.3464626 158.88889 0.13382685 134.18954 0.06250197
## EDGECOMBE     569.2553 0.5205601 158.25532 0.20412254  66.85106 0.05850100
## FORSYTH       554.8148 0.3857062 114.95885 0.12358054  93.57613 0.05999410
## FRANKLIN      757.2000 0.3926509 237.13333 0.17316196 121.16667 0.05503708
## GASTON        468.1503 0.4083612 131.69364 0.16806135  74.67052 0.05784186
## GATES         345.2000 0.3064562 114.50000 0.13856905  47.60000 0.03636652
## GRAHAM        507.2500 0.5102192 143.87500 0.20654299  44.62500 0.04369245
## GRANVILLE     585.7812 0.3574983 203.81250 0.17857174  90.59375 0.04478424
## GREENE        696.4615 0.4430114 297.69231 0.25728639  82.15385 0.04960535
## GUILFORD      636.1678 0.4118908 129.90411 0.12543561 106.83562 0.06099475
## HALIFAX       514.8431 0.5291127 160.84314 0.23226848  53.37255 0.04872362
## HARNETT       826.8197 0.4079665 187.45902 0.14666013 160.75410 0.06782200
## HAYWOOD       417.1250 0.3501710 112.14583 0.12502418  59.64583 0.04432084
## HENDERSON     485.0972 0.3301508 118.69444 0.10951766  76.79167 0.04756194
## HERTFORD      552.7368 0.4943198 183.00000 0.21197049  58.42105 0.04714758
## HOKE          894.6000 0.4519992 190.76000 0.15621910 186.16000 0.07442228
## HYDE          344.1667 0.3094445 118.16667 0.12494005  46.66667 0.03172541
## IREDELL       452.4196 0.3213845 116.20536 0.12328063  85.83036 0.05558499
## JACKSON       603.6923 0.4158219 120.80769 0.11329549  75.00000 0.04741464
## JOHNSTON      790.8690 0.4130195 206.82143 0.16867690 146.63095 0.06400544
## JONES         711.2857 0.5212350 191.00000 0.18566867  61.85714 0.04480687
## LEE           654.8378 0.4262892 180.08108 0.18384519 104.89189 0.06509165
## LENOIR        572.2128 0.5143607 165.95745 0.21593098  69.74468 0.05918334
## LINCOLN       564.7800 0.3792087 167.14000 0.15292776  82.28000 0.05396395
## MACON         604.5806 0.4300900 170.41935 0.16820049  63.61290 0.03928795
## MADISON       453.8929 0.3840277 104.92857 0.11932434  60.10714 0.04991263
## MARTIN        489.9375 0.3966755 139.31250 0.15180438  59.75000 0.04371874
## MCDOWELL      463.4286 0.4439387 131.76190 0.16717262  58.71429 0.05121487
## MECKLENBURG   553.1171 0.3028222 125.91171 0.10285855 128.72072 0.06522193
## MITCHELL      367.3571 0.3517350 122.92857 0.17358753  47.78571 0.03800812
## MONTGOMERY    526.7727 0.4545660 178.77273 0.20578410  68.77273 0.04861627
## MOORE         482.3333 0.3225237 116.36842 0.11253872  94.08772 0.05588676
## NASH          506.5538 0.3901742 145.21538 0.16136440  81.32308 0.05293687
## NEW HANOVER   627.8333 0.3617816  89.73333 0.07403077  94.28333 0.04764066
## NORTHAMPTON   420.3182 0.4662727 140.36364 0.19343314  42.09091 0.04624607
## ONSLOW        716.0208 0.3990539  94.21875 0.09443355 182.72917 0.08478579
## ORANGE        507.9200 0.3056277  86.37333 0.07371168  87.90667 0.04260098
## PAMLICO       365.2308 0.3808610  91.69231 0.11334706  35.61538 0.03404130
## PASQUOTANK    537.5769 0.4061748 139.42308 0.14148143  95.61538 0.07014012
## PENDER        569.4688 0.3090140 162.15625 0.12100185 104.65625 0.04728447
## PERQUIMANS    423.6667 0.3265051 113.41667 0.11926838  51.00000 0.04028613
## PERSON        557.1154 0.3897150 146.65385 0.15027934  79.19231 0.05030882
## PITT          775.5521 0.4590553 117.94792 0.11242899 108.76042 0.05492115
## POLK          547.0000 0.3180246 119.41667 0.08926729  56.50000 0.03136032
## RANDOLPH      655.4651 0.4104823 213.19767 0.19328012  94.16279 0.05679491
## RICHMOND      522.1220 0.5046213 147.19512 0.19642232  67.78049 0.06309203
## ROBESON       808.3068 0.5562222 223.26136 0.23339339 102.69318 0.06975701
## ROCKINGHAM    528.5652 0.4101226 165.13043 0.17479987  68.18841 0.04927362
## ROWAN         552.0213 0.3882254 150.19149 0.15112388  83.77660 0.05400757
## RUTHERFORD    530.8269 0.4278625 158.55769 0.17539240  65.25000 0.04654670
## SAMPSON       668.5778 0.4881783 210.93333 0.21708758  90.91111 0.06240875
## SCOTLAND      626.5185 0.5494986 176.70370 0.19973572  81.55556 0.06262461
## STANLY        472.6522 0.3902536 138.23913 0.15191692  74.76087 0.05447396
## STOKES        493.3226 0.3482443 178.35484 0.17394059  66.16129 0.04351066
## SURRY         512.8475 0.4217325 186.35593 0.21400064  62.88136 0.05045109
## SWAIN         559.7500 0.4205642 178.41667 0.20406917  74.83333 0.04973617
## TRANSYLVANIA  501.1600 0.3971499 116.00000 0.11777856  56.40000 0.04337018
## TYRRELL       352.2000 0.4084500 161.80000 0.20181076  23.40000 0.02435449
## UNION         518.3592 0.2668766 142.47573 0.11648696 129.07767 0.05687711
## VANCE         661.1212 0.5370607 181.75758 0.21836497  83.75758 0.07088052
## WAKE          527.2527 0.2515221 110.94725 0.07780403 145.90989 0.05845153
## WARREN        581.4667 0.4378546 187.53333 0.18868625  57.13333 0.04445049
## WASHINGTON    385.0000 0.4404899 112.20000 0.18006760  42.40000 0.04705728
## WATAUGA       685.9032 0.4140439 104.61290 0.09945259  57.67742 0.03805517
## WAYNE         722.3067 0.4656346 174.01333 0.17173443 111.17333 0.06342114
## WILKES        549.6226 0.4335968 198.52830 0.21727845  64.24528 0.04622024
## WILSON        632.2545 0.4934099 197.81818 0.22799302  87.72727 0.05433693
## YADKIN        556.3214 0.4282694 180.42857 0.18439632  70.71429 0.05350090
## YANCEY        610.1538 0.4525804 159.69231 0.15618317  63.53846 0.04504534
##                over64 over64pct   pre1960 pre1960pct  vuleopct     vuleo
## ALAMANCE     232.8053 0.1771052 149.39823 0.26917124 0.3919140  535.9212
## ALEXANDER    295.3750 0.1978350  98.83333 0.15204557 0.2614009  405.8671
## ALLEGHANY    254.7273 0.2567598 111.36364 0.14555685 0.3073918  308.8310
## ANSON        228.5789 0.1856193 162.52632 0.27776011 0.5158688  670.7667
## ASHE         292.1364 0.2449194 138.45455 0.18089747 0.2326394  276.5605
## AVERY        231.2500 0.2414349 132.43750 0.20044189 0.2765775  300.3192
## BEAUFORT     308.8000 0.2338142 140.51429 0.21691664 0.4263847  519.7859
## BERTIE       206.2500 0.2105177 114.80000 0.23759821 0.5346044  572.3331
## BLADEN       217.8065 0.2077864  86.12903 0.16127426 0.4930751  530.2882
## BRUNSWICK    413.1333 0.3172753  32.61111 0.04079631 0.2229890  348.2231
## BUNCOMBE     313.5844 0.1882356 182.86364 0.25920849 0.2604397  414.2111
## BURKE        296.4828 0.2045420 157.81034 0.22869348 0.2853118  468.8633
## CABARRUS     273.9255 0.1423851 148.53191 0.24402483 0.3324521  657.2000
## CALDWELL     249.4516 0.1942544 141.27419 0.25445192 0.2866018  354.1364
## CAMDEN       297.0000 0.1499563 118.00000 0.15064087 0.2021717  419.5000
## CARTERET     225.5139 0.2491433  88.25000 0.14579878 0.2002290  209.5189
## CASWELL      255.0000 0.2043939 143.33333 0.22032932 0.3936879  495.2352
## CATAWBA      281.4632 0.1737724 132.84211 0.20538870 0.3006963  497.5845
## CHATHAM      465.8857 0.2216028 110.14286 0.14734296 0.2882484  576.4735
## CHEROKEE     372.2381 0.2927199  98.76190 0.12519774 0.2464088  329.2558
## CHOWAN       237.2857 0.2037117 135.00000 0.20327347 0.3442479  424.2037
## CLAY         453.1429 0.2840903 128.42857 0.12577411 0.2424457  386.4494
## CLEVELAND    226.2078 0.1892872 116.22078 0.21392041 0.3743418  454.6878
## COLUMBUS     229.6170 0.2052754 116.02128 0.21920903 0.4357531  530.8153
## CRAVEN       289.7344 0.1856566 107.82812 0.19839682 0.3746689  547.6264
## CUMBERLAND   191.2821 0.1234708  75.18462 0.12772951 0.4968006  828.0457
## CURRITUCK    266.4000 0.1572178  72.06667 0.07546156 0.1848275  349.8125
## DARE         224.4062 0.1591291  87.46875 0.06585532 0.1518827  232.1986
## DAVIDSON     267.2130 0.1801980 125.62963 0.20380424 0.3150962  442.1939
## DAVIE        332.5200 0.2021550 133.28000 0.19491758 0.2241477  382.7131
## DUPLIN       300.8529 0.1803315 148.17647 0.19559573 0.4947542  880.0032
## DURHAM       242.1961 0.1355834 142.73203 0.21464011 0.4489100  915.7598
## EDGECOMBE    208.2766 0.1971776 141.44681 0.28564615 0.5853710  649.2844
## FORSYTH      232.6420 0.1587560 138.97119 0.23743353 0.4102547  611.1772
## FRANKLIN     347.2333 0.1769237 122.73333 0.14287362 0.4043219  783.4805
## GASTON       195.1272 0.1653679 118.75723 0.25656432 0.3504593  407.1872
## GATES        221.3000 0.2040917 121.70000 0.24954233 0.3407402  387.6701
## GRAHAM       248.7500 0.2319127  98.62500 0.15145431 0.3209090  328.2875
## GRANVILLE    297.4688 0.1792519 123.90625 0.22249930 0.4032595  696.1428
## GREENE       245.7692 0.1483293 117.38462 0.17642192 0.4758806  804.7418
## GUILFORD     259.3836 0.1476139 144.51712 0.25187886 0.4575694  772.4190
## HALIFAX      198.0980 0.2124153 141.98039 0.32554635 0.5740369  577.5869
## HARNETT      252.6885 0.1390586 119.26230 0.16789414 0.3976172  834.1685
## HAYWOOD      303.0833 0.2356631 170.29167 0.27994441 0.2099602  256.1733
## HENDERSON    395.8889 0.2535953 111.01389 0.14655408 0.2509543  379.2198
## HERTFORD     238.5263 0.1945493 124.47368 0.24906385 0.5854527  730.2465
## HOKE         192.7600 0.1116875  64.80000 0.10680578 0.5255530 1096.9498
## HYDE         147.8333 0.1205571  72.33333 0.08205631 0.2887973  385.0393
## IREDELL      234.3661 0.1568829  96.66964 0.17699338 0.2845196  412.0953
## JACKSON      306.7692 0.2006694 121.57692 0.12965477 0.2929761  494.0606
## JOHNSTON     289.3571 0.1462530 115.14286 0.17331659 0.3764352  761.6580
## JONES        293.2857 0.2049262 154.00000 0.22027435 0.4357965  618.1292
## LEE          256.7027 0.1586252 113.48649 0.19075968 0.4317508  675.1211
## LENOIR       233.1064 0.1924665 163.97872 0.31277669 0.5367085  600.3022
## LINCOLN      275.2200 0.1702729 100.84000 0.17838677 0.2663940  407.8475
## MACON        283.7097 0.2056833 145.67742 0.21931611 0.2811497  401.6876
## MADISON      344.7500 0.2819852 146.17857 0.17015179 0.2447273  294.2633
## MARTIN       280.3750 0.2184594 153.93750 0.23739674 0.2262388  294.0973
## MCDOWELL     239.5238 0.2352747 161.95238 0.29790155 0.4820070  496.8406
## MECKLENBURG  202.1928 0.1133439  85.37117 0.13903627 0.4058329  780.2090
## MITCHELL     257.7857 0.2524531 167.78571 0.28102585 0.2129549  229.5586
## MONTGOMERY   238.9545 0.2055715 155.72727 0.24909687 0.4035826  513.8405
## MOORE        398.2105 0.2316239 110.12281 0.16990685 0.2837828  435.6780
## NASH         250.6769 0.1859334 125.01538 0.21611892 0.4550814  617.7099
## NEW HANOVER  311.8917 0.1643263 132.41667 0.19807151 0.2980415  543.1824
## NORTHAMPTON  222.7727 0.2596166 140.77273 0.29890600 0.5263661  504.4648
## ONSLOW       174.9688 0.1040546  67.39583 0.11383226 0.3677010  726.9245
## ORANGE       244.8533 0.1307914  98.25333 0.14245257 0.3048268  576.5700
## PAMLICO      275.6154 0.2586799  96.30769 0.16168913 0.3156917  322.7673
## PASQUOTANK   244.8846 0.1725477 160.92308 0.31534397 0.4369570  624.2673
## PENDER       323.0938 0.1809942  87.90625 0.11462612 0.2749736  523.4460
## PERQUIMANS   298.5833 0.1937675  96.50000 0.14325266 0.2851576  371.1532
## PERSON       277.9615 0.2040040 150.92308 0.23806169 0.3713218  537.5622
## PITT         228.5312 0.1349315  89.69792 0.16668811 0.4554483  821.9861
## POLK         501.3333 0.3053656 223.66667 0.22659512 0.2282044  398.8702
## RANDOLPH     281.5465 0.1738452 126.93023 0.18688962 0.3102307  504.3061
## RICHMOND     187.6098 0.1703379 122.90244 0.26032744 0.4618131  504.4140
## ROBESON      215.3977 0.1465583 109.00000 0.20357671 0.6431741  980.2410
## ROCKINGHAM   256.6377 0.2021050 196.75362 0.31364523 0.3386315  450.2984
## ROWAN        249.5319 0.1753235 175.23404 0.29282884 0.3387312  490.9233
## RUTHERFORD   264.5192 0.2189072 163.69231 0.26517778 0.3000246  377.0244
## SAMPSON      241.4667 0.1768444 120.44444 0.20907603 0.4943338  683.7422
## SCOTLAND     220.7407 0.1778456 121.22222 0.24794633 0.5619198  702.2288
## STANLY       244.3913 0.1884201 185.00000 0.34485209 0.2986461  371.7971
## STOKES       293.4839 0.2079573 115.22581 0.16485219 0.2210729  314.8444
## SURRY        240.4915 0.2018956 137.57627 0.23097666 0.2878563  357.2810
## SWAIN        227.5833 0.1929271 107.25000 0.14826737 0.3558603  508.1537
## TRANSYLVANIA 389.0000 0.2880976 145.44000 0.22364280 0.2409464  323.8429
## TYRRELL      175.2000 0.1794784 127.80000 0.23118452 0.3964153  384.6713
## UNION        264.7476 0.1287587  67.33981 0.10678785 0.2727480  566.8866
## VANCE        234.7273 0.1739225 133.51515 0.26420751 0.5987014  740.7816
## WAKE         250.2242 0.1242591  65.79341 0.10077470 0.3123999  727.1955
## WARREN       315.7333 0.2488037 144.33333 0.20662887 0.5066702  716.6377
## WASHINGTON   184.9333 0.2228574  97.13333 0.20507851 0.4690444  418.3383
## WATAUGA      264.5161 0.1773820 135.35484 0.14139952 0.2474831  482.2409
## WAYNE        257.6267 0.1637939 123.17333 0.20809333 0.4752131  752.3040
## WILKES       264.2830 0.2089182 122.67925 0.21392598 0.2801530  359.9629
## WILSON       251.0727 0.1758329 146.32727 0.27139031 0.5320272  715.1185
## YADKIN       257.4286 0.1938092 145.67857 0.24983535 0.2894680  385.4222
## YANCEY       336.8462 0.2496380 170.30769 0.21326206 0.2637787  358.0441
##                   dispeo      dslpm   cancer      resp        pnpl       prmp
## ALAMANCE       32.591983 0.31652977 34.59308 0.4576592 0.018487268 0.46651075
## ALEXANDER    -141.949213 0.17280304 30.84475 0.3938572 0.037912568 0.09692420
## ALLEGHANY     -44.500683 0.09937925 21.84325 0.2680125 0.049249745 0.04654865
## ANSON         199.008126 0.17955891 35.18457 0.4911926 0.045261657 0.05523394
## ASHE         -154.695441 0.09294807 20.98061 0.2573567 0.070518297 0.02690828
## AVERY         -87.110398 0.09034049 20.49582 0.2441193 0.016394080 0.02883423
## BEAUFORT       41.685262 0.15565777 26.63451 0.3599771 0.156930039 0.21707499
## BERTIE        224.436740 0.13397961 26.28007 0.3434102 0.016108952 0.17717621
## BLADEN        144.346120 0.14271858 29.93067 0.4174150 0.025594423 0.18182049
## BRUNSWICK    -151.043062         NA       NA        NA 0.069348304 0.14680634
## BUNCOMBE     -171.080960 0.25221749 27.28900 0.3505627 0.170159994 0.23896088
## BURKE         -79.000322 0.22037398 32.32983 0.4271602 0.018509797 0.60736785
## CABARRUS     -101.875670 0.43115183 38.02914 0.5219152 0.215837087 0.40999325
## CALDWELL     -113.060554 0.20561481 31.33500 0.4103644 0.020028869 0.79875696
## CAMDEN       -197.223193 0.15473071 23.80679 0.3058080 0.016490846 0.14004003
## CARTERET     -129.530331         NA       NA        NA 0.042450175 0.04642283
## CASWELL        47.643057 0.17573368 30.89038 0.4054905 0.038654448 0.09087409
## CATAWBA       -86.769046 0.27514719 35.77856 0.4574717 0.043979867 0.71651389
## CHATHAM      -129.813681 0.21132811 33.67628 0.4570581 0.030940689 0.39990107
## CHEROKEE     -137.412566 0.11272115 25.91320 0.3310356 0.011506724 0.11398211
## CHOWAN         64.816078 0.14649305 24.60909 0.3230565 0.012155968 0.04779760
## CLAY         -160.690102 0.09703504 24.81827 0.3090753 0.012503830 0.05276495
## CLEVELAND       7.754956 0.27300703 36.16066 0.4749268 0.106017820 0.39733422
## COLUMBUS      106.580370 0.14971195 30.14047 0.4188799 0.038614054 0.06998162
## CRAVEN        -22.869893 0.15709208 28.68126 0.4230975 0.106926145 0.42529881
## CUMBERLAND    224.803074         NA       NA        NA 0.172371297 0.38488849
## CURRITUCK    -259.318962         NA       NA        NA 0.016751439 0.09288359
## DARE         -163.410813         NA       NA        NA 0.007005027 0.16419952
## DAVIDSON      -97.844722 0.30975191 35.46591 0.4711024 0.027097171 0.47450556
## DAVIE        -212.217265 0.26214080 33.62059 0.4463013 0.039966488 0.19717246
## DUPLIN        264.714198 0.15359399 29.10694 0.3960308 0.018890780 0.19092452
## DURHAM        206.299586 0.42433954 39.47396 0.4954464 0.072952634 0.48767075
## EDGECOMBE     247.364121 0.21027140 29.79396 0.3903928 0.015702364 0.60229497
## FORSYTH        69.565758 0.32319878 35.65933 0.4513286 0.027115581 0.45475852
## FRANKLIN       17.201756 0.19755063 32.25461 0.4315558 0.029152717 0.14192604
## GASTON        -36.250065 0.37583540 39.66390 0.5181158 0.333406657 1.08978188
## GATES         -21.892642 0.15082953 26.09084 0.3409217 0.022082794 0.05798133
## GRAHAM        -50.574856 0.08549048 22.75260 0.2944589 0.015646146 0.05651647
## GRANVILLE      44.479119 0.22703138 34.50889 0.4544088 0.309771440 0.23518987
## GREENE        232.352740 0.15781048 28.32582 0.3730194 0.018346811 0.06687062
## GUILFORD      137.304832         NA       NA        NA 0.014239096 0.68341145
## HALIFAX       218.267264 0.22280477 31.13998 0.4217635 0.012602661 0.48075172
## HARNETT        77.217501 0.21282488 34.21505 0.4802159 0.031884113 0.26290582
## HAYWOOD      -189.773316 0.13080635 22.33353 0.2847963 0.263121311 0.56991820
## HENDERSON    -179.753889         NA       NA        NA 0.159313674 0.19636730
## HERTFORD      279.982308 0.15574047 27.98550 0.3665439 0.014607220 0.08537003
## HOKE          342.657287         NA       NA        NA 0.075163949 0.69033708
## HYDE           66.671538         NA       NA        NA 0.008852141 0.01458916
## IREDELL      -133.516704 0.33445751 35.22766 0.4816882 0.167157907 0.65273912
## JACKSON       -81.597925 0.10358560 22.44427 0.2850856 0.061130664 0.13627221
## JOHNSTON      -44.453147 0.26336824 32.23070 0.4457265 0.025035707 0.41393380
## JONES         127.560687 0.12913767 28.38102 0.4164428 0.030255525 0.07672506
## LEE            99.544223 0.23751193 34.57777 0.5685818 0.024198807 0.32997824
## LENOIR        169.028421 0.19174867 28.79850 0.3973143 0.018016999 0.40917782
## LINCOLN      -169.082360 0.27066314 35.37423 0.4688820 0.040408049 0.53119444
## MACON        -113.720770 0.18049430 27.73757 0.3567475 0.027711393 0.22703076
## MADISON      -141.024552 0.10728014 24.04552 0.3083235 0.023084511 0.26052792
## MARTIN       -179.757404 0.12293083 23.88297 0.3029172 0.033400503 0.11140618
## MCDOWELL      107.995216 0.15708419 26.69859 0.3526753 0.031709454 0.17037817
## MECKLENBURG   107.345544         NA       NA        NA 0.067862546 0.66508485
## MITCHELL     -150.954604 0.11498830 22.19441 0.2720081 0.020664862 0.04479133
## MONTGOMERY     73.697335 0.16986314 34.81807 0.4974464 0.024453482 0.29464461
## MOORE        -158.565803 0.18304542 35.46156 0.4806656 0.227353908 0.17509230
## NASH          105.464282 0.25970971 31.13754 0.4141487 0.014516391 0.47430853
## NEW HANOVER  -118.674851         NA       NA        NA 0.128909967 0.46380382
## NORTHAMPTON   179.469161 0.16710775 29.46246 0.3895834 0.012196882 0.22838202
## ONSLOW         11.467733         NA       NA        NA 0.286745662 0.19709319
## ORANGE        -98.480650 0.34352809 36.04644 0.4767221 0.040670809 0.14261019
## PAMLICO       -24.404257         NA       NA        NA 0.039207659 0.15626147
## PASQUOTANK     86.440134 0.20981541 24.66018 0.3213893 0.017189212 0.65990225
## PENDER       -129.833675         NA       NA        NA 0.036057435 0.09209085
## PERQUIMANS    -26.112882 0.14477123 23.80005 0.3060401 0.012246907 0.22487321
## PERSON          2.105488 0.19609886 31.66348 0.4144187 0.185567328 0.29293685
## PITT          167.555219 0.24078693 29.04834 0.3926509 0.036455741 0.27846276
## POLK         -204.983705 0.19421313 30.18075 0.3892443 0.054191449 0.06769332
## RANDOLPH      -84.483258 0.26155204 34.46271 0.4531987 0.015957430 0.33723267
## RICHMOND      114.023843 0.20145933 35.34499 0.4992846 0.109754706 0.41265198
## ROBESON       443.135290 0.22040500 32.47018 0.4575729 0.024348766 0.54838042
## ROCKINGHAM    -18.222421 0.21340966 31.89096 0.4139661 0.021662653 0.54577698
## ROWAN         -35.121845 0.35304974 36.59263 0.4923564 0.121167003 0.52435863
## RUTHERFORD    -76.162290 0.21621754 34.06881 0.4507877 0.030520071 0.44827288
## SAMPSON       183.444967 0.16318634 30.51232 0.4137775 0.024504754 0.34267322
## SCOTLAND      239.642104 0.19567271 35.15641 0.4991327 0.030816195 0.30240859
## STANLY        -98.782171 0.25156630 38.86160 0.4982897 0.031207508 0.30997159
## STOKES       -209.658893 0.17646868 29.92433 0.3784246 0.024554835 0.09221757
## SURRY         -75.558754 0.18749997 28.03075 0.3634573 0.032553165 0.42729318
## SWAIN          87.421784         NA       NA        NA 0.028924486 0.04305214
## TRANSYLVANIA -150.970825 0.10196269 24.20718 0.2988564 0.036143224 0.20702273
## TYRRELL        92.880395 0.12935258 23.23082 0.2950123 0.009602298 0.13897133
## UNION        -212.679081 0.33612482 36.75110 0.5062466 0.050049336 0.34594334
## VANCE         263.339938 0.23126831 33.08215 0.4339669 0.053054379 0.35135000
## WAKE          -87.512275 0.42932467 36.51520 0.4943147 0.127167325 0.22285693
## WARREN        243.590316 0.16923835 30.93600 0.4110591 0.023064707 0.04557286
## WASHINGTON    131.293687 0.13331156 24.87767 0.3325719 0.018353096 0.30255465
## WATAUGA      -136.091413 0.12426784 21.94132 0.2672414 0.025480489 0.02745375
## WAYNE         166.682069 0.20878279 31.65313 0.4197343 0.013158771 0.18919366
## WILKES        -97.558045 0.15159615 27.88877 0.3647305 0.036488529 0.68584650
## WILSON        191.312987 0.25919652 31.51647 0.4133079 0.014350935 0.95566333
## YADKIN        -91.041604 0.20863734 30.39726 0.4044873 0.127921350 0.17458549
## YANCEY       -123.315183 0.09633023 21.61371 0.2668410 0.028564969 0.04211164
##                   ptsdf    ozone     pm25  d_dslpm_2  d_cancr_2    d_pnpl_2
## ALAMANCE     1.08713271 43.45316 8.297337  20.551376  1203.8700   0.5917337
## ALEXANDER    0.12815287 43.16748 8.401689 -24.041662 -4428.8246  -4.8455965
## ALLEGHANY    0.04657801 42.31874 7.133256  -4.067480  -987.8557  -2.1888089
## ANSON        0.23587285 42.09358 7.856333  36.596005  7057.9545   8.6984956
## ASHE         0.22496000 42.85610 6.934824 -13.882709 -3251.3249 -12.4242546
## AVERY        0.05077100 42.75757 6.909698  -7.962184 -1806.5473  -1.4888087
## BEAUFORT     0.27701601 39.17018 7.163471  11.160443  1190.8372  32.3761427
## BERTIE       0.05320158 39.68727 7.278513  30.140105  5922.3808   3.9088078
## BLADEN       0.16304169 39.02552 7.724246  20.639936  4327.5557   4.1458859
## BRUNSWICK    0.36927853 37.20899 7.038491         NA         NA -10.6908290
## BUNCOMBE     1.47101235 43.01987 7.345986 -34.807720 -4595.5819 -31.6276999
## BURKE        0.60848659 42.68886 8.180606 -14.220791 -2495.3479  -1.5658187
## CABARRUS     0.67363869 46.20573 8.761144 -33.020743 -3669.8362   6.1549285
## CALDWELL     1.46360828 42.81260 8.063705 -19.448456 -3585.2037  -2.5014372
## CAMDEN       0.09201705 40.84772 6.815600 -31.166904 -4722.7950  -4.2889766
## CARTERET     0.29240034       NA       NA         NA         NA  -5.9471799
## CASWELL      0.11376247 42.59759 8.082435   7.942334  1467.0650   1.6848854
## CATAWBA      1.54476147 44.06155 8.792430 -17.436018 -2885.2142  -5.1299145
## CHATHAM      0.14415137 42.77030 8.350016 -32.181789 -4622.3431  -9.2225248
## CHEROKEE     0.15278969 39.93143 7.372454 -16.497980 -3658.6480  -1.5119331
## CHOWAN       0.06446356 39.48394 7.050079  10.168985  1613.3788   0.9058248
## CLAY         0.07688091 38.52373 7.243753 -15.284781 -3979.9191  -2.0101190
## CLEVELAND    0.61789945 43.77920 8.837614   6.773251   343.0038   3.6018711
## COLUMBUS     0.31620173 37.60878 7.551723  16.496518  3253.2133   5.6111725
## CRAVEN       0.37592439 38.15876 7.074984  -1.149317  -815.0022  -8.6836342
## CUMBERLAND   0.95848908 42.57637 8.496981         NA         NA  51.3032435
## CURRITUCK    0.04610997       NA       NA         NA         NA  -5.9192294
## DARE         0.21525972       NA       NA         NA         NA  -1.5999880
## DAVIDSON     0.85883220 45.75724 8.415621 -18.788098 -3233.2286  -2.6541790
## DAVIE        0.32604591 45.29172 8.444352 -54.564412 -7137.7812  -8.3060765
## DUPLIN       0.11223393 38.91913 7.685799  42.282331  7716.2569   4.3315632
## DURHAM       2.53619109 43.33128 8.889867  99.323169  8727.8340  15.0891989
## EDGECOMBE    0.44352947 41.06751 7.849900  59.011437  7571.0044   3.6399680
## FORSYTH      2.80220190 45.62033 8.323611  32.605858  2701.6437   1.2231501
## FRANKLIN     0.26961895 42.36211 8.351386   1.722497   535.1733   0.6129208
## GASTON       1.69676397 44.64218 9.068831  -5.934967 -1126.4565   2.6733595
## GATES        0.07133688 39.87465 7.206519  -3.327160  -566.2376  -0.5275630
## GRAHAM       0.07363816 41.10496 7.178174  -5.027040 -1171.6520  -0.8971101
## GRANVILLE    0.82028443 42.89987 8.461853  16.227701  1752.3992  66.8292110
## GREENE       0.09456515 40.92197 7.861686  36.680871  6588.0666   4.1996196
## GUILFORD     3.47950235 45.49677 8.297834         NA         NA   1.8795799
## HALIFAX      0.39617224 40.64639 7.813898  43.870843  6684.4612   2.7857882
## HARNETT      0.17011664 42.33418 8.512906  17.262215  2627.8827   2.5933520
## HAYWOOD      0.23949379 43.09712 7.094344 -23.576567 -4205.6319 -44.9660626
## HENDERSON    0.85179504 42.23842 7.545074         NA         NA -22.5928132
## HERTFORD     0.24381093 39.84965 7.400615  42.835331  7816.2670   4.1457976
## HOKE         0.12642215 42.44037 8.237348         NA         NA  22.2835949
## HYDE         0.01079700       NA       NA         NA         NA   0.9905509
## IREDELL      0.78886206 45.18093 8.764580 -39.305533 -4823.7465   1.5717447
## JACKSON      0.16023591 40.21792 7.084506 -10.091257 -1871.3535  -5.5929307
## JOHNSTON     0.23723157 41.76211 8.473712  -9.279486 -1500.3830  -2.2163470
## JONES        0.06736424 38.41021 7.287337  16.318307  3657.2599   4.0569737
## LEE          0.98595583 42.39778 8.334647  28.768817  3472.7808   2.2668094
## LENOIR       0.24472760 40.11526 7.688266  35.785793  4908.2969   3.0015053
## LINCOLN      0.71207911 44.62358 8.937224 -40.577344 -5884.8501  -7.3761768
## MACON        0.40135613 42.49923 7.532774 -16.968279 -3077.8925  -3.2626041
## MADISON      0.04351834 37.77120 7.115526 -13.922160 -3354.1415  -3.2152458
## MARTIN       0.27539939 43.80217 7.177182 -22.799946 -4321.9475  -6.5309125
## MCDOWELL     0.03827832 40.02853 7.372141  17.610881  2897.1718   2.6588976
## MECKLENBURG  2.90562508 45.63926 9.053602         NA         NA   9.7903646
## MITCHELL     0.20259426 42.99487 6.937168 -17.519777 -3352.1092  -3.1144198
## MONTGOMERY   0.13744873 42.48438 7.548112  12.808992  2579.9124   2.4536235
## MOORE        0.20682394 42.23749 7.873792 -28.471171 -5800.1959 -30.5899005
## NASH         0.76606257 41.45326 8.070645  31.534701  3323.5950   1.4960622
## NEW HANOVER  2.50534509       NA       NA         NA         NA   0.6620284
## NORTHAMPTON  0.14664309 40.25518 7.667405  31.739172  5377.0854   2.0529568
## ONSLOW       0.63343122       NA       NA         NA         NA  37.7457720
## ORANGE       1.70097135 43.06996 8.642183 -26.492157 -3277.0682  -3.5618019
## PAMLICO      0.12481899       NA       NA         NA         NA  -1.8526777
## PASQUOTANK   0.72070612 40.29246 6.873827  24.157500  2222.2731   1.5422046
## PENDER       0.12745439       NA       NA         NA         NA  -4.9715778
## PERQUIMANS   0.07536073 39.66935 6.968614  -3.732316  -600.7129  -0.3830521
## PERSON       0.28197182 42.80025 8.243473   7.858191   156.6856  18.4907939
## PITT         1.40174886 40.68700 7.640995  46.381466  4914.9433   6.1619742
## POLK         0.06543010 42.61664 8.065378 -40.768210 -6189.2647 -11.8460834
## RANDOLPH     0.95011376 44.24613 8.098258 -18.110936 -2812.9806  -1.4765618
## RICHMOND     0.31866491 41.82070 7.775240  23.949293  4014.6142  11.4159067
## ROBESON      0.31598072 40.78964 8.097868  93.864929 14312.4573  11.1722174
## ROCKINGHAM   0.72282342 43.40692 7.935987  -2.351094  -561.4391  -0.1120998
## ROWAN        0.84194379 45.84296 8.610601  -1.456152 -1092.5594   1.1215722
## RUTHERFORD   0.52553177 43.01237 8.377364 -12.060370 -2452.1705  -2.2982708
## SAMPSON      0.24234168 40.44053 8.094001  29.088417  5546.7069   3.8187215
## SCOTLAND     0.28337228 41.85259 8.046123  48.043113  8486.5525   7.2844649
## STANLY       0.19452894 43.96000 8.056566 -19.782266 -3404.0299  -4.2377916
## STOKES       0.32579919 43.85664 7.818871 -36.860752 -6276.2788  -5.4273462
## SURRY        0.17932866 42.81762 7.638205 -13.312812 -2111.8831  -2.5116317
## SWAIN        0.20126995 40.71103 7.311667         NA         NA   3.9835576
## TRANSYLVANIA 0.76833204 41.13817 7.122076 -16.078811 -3692.1865  -5.7060760
## TYRRELL      0.03473965 38.95505 6.717312  12.014319  2157.6878   1.1212571
## UNION        1.01051814 43.77941 8.611828 -67.587978 -7958.5588 -12.8474404
## VANCE        0.60129843 42.10568 8.223186  61.006643  8724.8916  13.0669557
## WAKE         2.04847960 43.24921 8.914699 -22.203707 -3083.1211 -11.3647092
## WARREN       0.04271949 41.31524 7.980443  40.327023  7541.5281   6.0486761
## WASHINGTON   0.05122357 39.13543 7.030489  17.607095  3307.8067   2.6680361
## WATAUGA      0.43563828 42.88532 6.975358 -14.157800 -2943.2669  -3.6352602
## WAYNE        0.54042891 41.01689 8.147968  38.922582  5520.0693   2.0729228
## WILKES       0.32942549 42.38774 7.707809 -12.019035 -2652.8743  -3.6963547
## WILSON       0.60423848 41.58397 8.106571  52.645706  6138.7943   2.6572699
## YADKIN       0.19750888 43.62504 8.100779 -16.699409 -2764.4715  -9.7790314
## YANCEY       0.35770114 43.58217 6.937257 -11.385999 -2649.4924  -3.5844913
##                d_ptsdf_2  d_ozone_2    d_pm25_2 region  arealand    areawater
## ALAMANCE       26.870053  1412.7912   275.69598      4   9705172    247718.31
## ALEXANDER     -20.473410 -6126.9818 -1194.02764      4  28056590    393582.83
## ALLEGHANY      -2.472353 -1882.2382  -321.03837      4  55191000    337730.82
## ANSON          62.906865  8363.9082  1560.80197      4  72446218    768590.16
## ASHE          -33.067156 -6622.9999 -1074.63713      4  50040991    367869.32
## AVERY          -5.161336 -3720.8510  -603.55075      4  40037633     27830.31
## BEAUFORT       60.770019  1664.1217   307.71381      4  61565730   9684688.54
## BERTIE         10.760871  8919.1509  1639.44463      4  90542929   5454406.80
## BLADEN         20.649824  5627.3801  1112.53197      4  73093152   1064866.65
## BRUNSWICK     -71.182700 -5627.6207 -1058.05120      4  24437611   5765756.80
## BUNCOMBE     -155.673361 -7355.8743 -1256.31243      4  11041032     58070.15
## BURKE         -26.736616 -3384.0428  -652.44374      4  22605981    357239.59
## CABARRUS      -49.727602 -4691.6710  -889.47173      4   9953214     74539.27
## CALDWELL      -34.284646 -4853.3678  -927.94003      4  19712782    113522.63
## CAMDEN        -21.003086 -8023.2817 -1355.29350      4 103741447  30185484.17
## CARTERET      -37.628896         NA          NA      4  18259670  29597977.11
## CASWELL         4.358018  2023.8269   383.94511      4  61205150    480215.61
## CATAWBA       108.927675 -3859.3651  -763.77852      4  10942641    399422.35
## CHATHAM       -48.818261 -5567.3707 -1158.05598      4  50446868   2018138.14
## CHEROKEE      -23.460125 -5475.3532 -1022.56329      4  56182579   1372616.38
## CHOWAN          6.340625  2556.6407   456.73971      4  31941424  11283297.29
## CLAY          -11.908486 -6187.3632 -1162.38009      4  79543501   2145393.57
## CLEVELAND      27.185857   343.2925    71.52735      4  15614148    132462.92
## COLUMBUS       56.877641  4003.8245   802.22877      4  51695964    930300.91
## CRAVEN         14.583209  -837.4091  -155.75899      4  28594956   2698672.06
## CUMBERLAND    219.351608  9598.2731  1916.24931      4   8667309     78378.02
## CURRITUCK     -13.446060         NA          NA      4  45227721  45668265.87
## DARE          -49.567393         NA          NA      4  31017168  93766326.81
## DAVIDSON       49.439837 -4476.5123  -820.86207      4  13265850    346779.90
## DAVIE         -71.887248 -9617.6567 -1788.75372      4  27318712    295964.04
## DUPLIN         22.174539 10382.2872  2060.47422      4  62063541    417449.38
## DURHAM        642.048733  8958.4183  1849.54677      4   4849070    193160.93
## EDGECOMBE     144.296965 10169.6682  1952.81060      4  27852463     79027.81
## FORSYTH       447.856464  3215.2821   584.02608      4   4346296     48495.04
## FRANKLIN       -3.971657   689.6062   129.34560      4  42458569    239289.40
## GASTON        122.561959 -1630.3906  -329.21562      4   5325499    119233.55
## GATES          -2.414226  -872.4392  -156.60694      4  88218172   1329200.80
## GRAHAM         -3.744216 -2075.0431  -365.84585      4  94523270   3132579.12
## GRANVILLE     134.634349  1890.2985   371.67512      4  43057817    453239.12
## GREENE         23.713563  9504.4834  1826.07701      4  53142391     93645.31
## GUILFORD      846.567614  6257.0133  1147.20753      4   5728933    104180.57
## HALIFAX        48.171735  8879.3636  1704.97188      4  36754266    331863.08
## HARNETT        14.628112  3260.2272   653.52078      4  25264115    268315.61
## HAYWOOD       -43.633784 -8171.0675 -1344.17127      4  29869038     50801.62
## HENDERSON    -131.960213 -7587.5981 -1347.88146      4  13415068     76909.72
## HERTFORD       81.766808 11155.0741  2069.00279      4  48141543    986179.95
## HOKE           35.941428 14529.8940  2821.84540      4  40416017    158293.84
## HYDE            1.162028         NA          NA      4 264322562 365493493.83
## IREDELL        -7.998501 -6096.9352 -1185.70080      4  13278118    537423.62
## JACKSON       -21.810297 -3208.9149  -580.48084      4  48930129    375165.04
## JOHNSTON       10.276220 -1893.8139  -394.15708      4  24396212    137658.19
## JONES           7.905455  4868.1102   921.52809      4 174405280    861689.29
## LEE           274.399867  4221.5015   834.74241      4  17854254    289872.68
## LENOIR         45.188111  6787.8277  1298.48307      4  21992128    125538.32
## LINCOLN       -61.355040 -7610.6373 -1511.69317      4  15324508    467293.00
## MACON         -31.250327 -4837.4645  -851.39914      4  36757340    450867.16
## MADISON        -6.348176 -5315.1500 -1000.27333      4  47691305    378294.18
## MARTIN        -62.643841 -7864.0550 -1288.82711      4  72781108    302547.69
## MCDOWELL        4.101619  4338.0003   800.79181      4  56292151     35552.86
## MECKLENBURG   488.219227  4988.0378   975.92941      4   2443328    105115.93
## MITCHELL      -32.540697 -6498.1933 -1048.69635      4  40931456    116285.21
## MONTGOMERY     10.200370  3067.7774   542.01835      4  57865566   1178178.23
## MOORE         -21.820700 -6697.1092 -1252.35255      4  31701357    363524.12
## NASH          122.542673  4371.2015   851.37853      4  21534459     95043.48
## NEW HANOVER    61.446172         NA          NA      4   4148354   2949491.43
## NORTHAMPTON    23.247924  7236.1099  1383.15040      4  63177177   1637540.14
## ONSLOW         87.909405         NA          NA      4  20556435   3864819.19
## ORANGE          7.150624 -4238.7095  -844.17852      4  13728066    118333.24
## PAMLICO         2.115135         NA          NA      4  67041199  44851672.15
## PASQUOTANK    151.600314  3479.5683   593.61949      4  22600633   6220967.92
## PENDER        -43.661769         NA          NA      4  70520162   5088548.94
## PERQUIMANS     -5.012284 -1039.1365  -180.70475      4  53341640  17652458.08
## PERSON         53.187849    90.9426    14.49219      4  39082367   1200720.04
## PITT          404.075452  6847.3815  1286.11669      4  17600209     85915.04
## POLK          -13.917710 -8734.7907 -1654.64357      4  51300526    163669.58
## RANDOLPH      -16.144480 -3791.8971  -693.41967      4  23560418    230245.31
## RICHMOND       44.309148  4772.4339   889.46887      4  29924065    378975.37
## ROBESON       108.347311 18175.1179  3600.08375      4  27879951     57686.30
## ROCKINGHAM     30.122316  -831.7208  -143.43051      4  21231595    267556.83
## ROWAN          83.884744 -1603.3524  -300.74232      4  14092801    342931.88
## RUTHERFORD    -22.498194 -3265.9712  -626.86692      4  28163005     90245.92
## SAMPSON        60.106797  7336.9841  1466.96740      4  54430165    109418.36
## SCOTLAND       80.502987 10032.1969  1930.90257      4  30613706    142295.74
## STANLY        -25.704413 -4376.4992  -808.38870      4  22247184    548755.46
## STOKES        -61.845069 -9187.2788 -1639.36547      4  37514194    567236.87
## SURRY         -12.637766 -3240.1925  -578.82070      4  23430269    175213.41
## SWAIN           2.156075  3713.3598   621.69114      4 113900872   2701347.25
## TRANSYLVANIA  -77.628447 -6219.0757 -1083.50442      4  39205660    204405.56
## TYRRELL         4.175012  3618.1602   623.90660      4 202420784 106914890.40
## UNION        -188.926294 -9362.5210 -1870.17017      4  15909268    174911.46
## VANCE         173.633556 11081.3609  2164.50686      4  19809334   1278306.94
## WAKE          -39.392885 -3800.9853  -779.20077      4   4752042    127631.20
## WARREN         11.418495 10088.0839  1950.18155      4  74094196   2621338.93
## WASHINGTON      8.512272  5146.9329   926.95529      4  59830414  13018813.33
## WATAUGA        -6.007321 -5828.4766  -952.20496      4  26101949     75234.16
## WAYNE         160.277817  6811.2478  1354.87258      4  19128510    131402.55
## WILKES         -1.835258 -4138.7287  -751.11986      4  36872637    129479.87
## WILSON         84.425278  7954.1711  1549.22281      4  17309323    260594.36
## YADKIN        -11.400715 -3990.1952  -737.88510      4  30982004    258306.93
## YANCEY        -43.146908 -5385.6333  -856.48143      4  62277694    117273.92
##                  npl_cnt   tsdf_cnt shape_length shape_area
## ALAMANCE     0.000000000 0.10619469    16632.472   15255287
## ALEXANDER    0.000000000 0.04166667    32339.270   43472594
## ALLEGHANY    0.000000000 0.00000000    47686.766   86083790
## ANSON        0.000000000 0.05263158    48568.005  109294568
## ASHE         0.045454545 0.09090909    50378.349   78033330
## AVERY        0.000000000 0.00000000    45198.050   61461012
## BEAUFORT     0.028571429 0.02857143    44564.024  107704421
## BERTIE       0.000000000 0.05000000    61154.495  147220913
## BLADEN       0.000000000 0.06451613    50571.628  109751216
## BRUNSWICK    0.022222222 0.11111111    26881.791   44096242
## BUNCOMBE     0.019480519 0.16883117    19188.706   16829296
## BURKE        0.000000000 0.12068966    27128.920   34938538
## CABARRUS     0.010638298 0.12765957    15343.280   15120860
## CALDWELL     0.000000000 0.22580645    23384.365   30319498
## CAMDEN       0.000000000 0.00000000    73406.074  206828689
## CARTERET     0.000000000 0.04166667    30488.246   71248256
## CASWELL      0.000000000 0.00000000    48318.567   95389232
## CATAWBA      0.000000000 0.24210526    19163.296   17219368
## CHATHAM      0.000000000 0.05714286    41599.773   79732056
## CHEROKEE     0.000000000 0.09523810    50631.563   86252274
## CHOWAN       0.000000000 0.00000000    37789.929   66391123
## CLAY         0.000000000 0.00000000    60531.914  122190903
## CLEVELAND    0.012987013 0.10389610    22651.292   23713701
## COLUMBUS     0.021276596 0.06382979    40543.603   77242900
## CRAVEN       0.015625000 0.04687500    28380.221   46878668
## CUMBERLAND   0.010256410 0.07692308    14382.874   13079212
## CURRITUCK    0.000000000 0.00000000    64336.665  140467177
## DARE         0.000000000 0.06250000    54538.082  189463000
## DAVIDSON     0.000000000 0.11111111    20407.911   20734270
## DAVIE        0.000000000 0.08000000    32458.768   42204499
## DUPLIN       0.000000000 0.02941176    48818.850   93187525
## DURHAM       0.000000000 0.25490196    11840.642    7726971
## EDGECOMBE    0.000000000 0.04255319    28704.803   42671458
## FORSYTH      0.000000000 0.19341564    11063.320    6750868
## FRANKLIN     0.000000000 0.13333333    40874.076   65509433
## GASTON       0.023121387 0.13872832    13072.568    8191518
## GATES        0.000000000 0.00000000    64364.255  138657055
## GRAHAM       0.000000000 0.12500000    63864.260  147122814
## GRANVILLE    0.062500000 0.21875000    36843.194   67132497
## GREENE       0.000000000 0.00000000    47917.445   80468939
## GUILFORD     0.000000000 0.25684932    11907.427    8948744
## HALIFAX      0.000000000 0.03921569    32279.681   57151700
## HARNETT      0.000000000 0.03278689    29421.345   38483227
## HAYWOOD      0.041666667 0.04166667    29469.504   45304974
## HENDERSON    0.013888889 0.15277778    21643.093   20319338
## HERTFORD     0.000000000 0.10526316    42400.040   75903271
## HOKE         0.000000000 0.00000000    31517.511   60633209
## HYDE         0.000000000 0.00000000   151760.736  950206957
## IREDELL      0.017857143 0.12500000    19971.202   21050578
## JACKSON      0.000000000 0.03846154    43113.570   74167011
## JOHNSTON     0.000000000 0.09523810    29534.581   37114395
## JONES        0.000000000 0.00000000    99962.269  261941044
## LEE          0.000000000 0.21621622    22462.512   27419126
## LENOIR       0.000000000 0.08510638    26119.300   33230534
## LINCOLN      0.000000000 0.16000000    22803.171   23870414
## MACON        0.000000000 0.12903226    37512.136   56516678
## MADISON      0.000000000 0.00000000    42171.371   72066349
## MARTIN       0.000000000 0.06250000    55825.639  111497894
## MCDOWELL     0.000000000 0.00000000    48085.940   85902875
## MECKLENBURG  0.001801802 0.17837838     8468.602    3829650
## MITCHELL     0.000000000 0.07142857    44699.656   62867433
## MONTGOMERY   0.000000000 0.04545455    47457.842   88913635
## MOORE        0.052631579 0.05263158    31083.286   48260569
## NASH         0.000000000 0.13846154    25404.856   33088916
## NEW HANOVER  0.008333333 0.24166667    12658.684   10397404
## NORTHAMPTON  0.000000000 0.04545455    51636.378  100291031
## ONSLOW       0.020833333 0.08333333    23390.838   36225054
## ORANGE       0.000000000 0.09333333    18513.247   21232346
## PAMLICO      0.000000000 0.07692308    57417.720  167753223
## PASQUOTANK   0.000000000 0.11538462    24384.921   44424126
## PENDER       0.000000000 0.03125000    51381.074  111633040
## PERQUIMANS   0.000000000 0.08333333    47811.228  109183126
## PERSON       0.038461538 0.03846154    31776.675   62288065
## PITT         0.000000000 0.17708333    21208.881   26805215
## POLK         0.000000000 0.00000000    47430.436   77398465
## RANDOLPH     0.000000000 0.13953488    27449.779   36162186
## RICHMOND     0.024390244 0.02439024    26139.204   45271555
## ROBESON      0.000000000 0.05681818    30367.812   41372113
## ROCKINGHAM   0.000000000 0.15942029    27001.804   33248253
## ROWAN        0.010638298 0.12765957    19003.383   21903895
## RUTHERFORD   0.000000000 0.09615385    28997.415   42619730
## SAMPSON      0.000000000 0.02222222    43645.134   81452028
## SCOTLAND     0.000000000 0.11111111    28346.420   45765284
## STANLY       0.000000000 0.06521739    26219.210   34310976
## STOKES       0.000000000 0.06451613    39602.696   58901445
## SURRY        0.000000000 0.05084746    29707.953   36523192
## SWAIN        0.000000000 0.08333333    64159.966  176258315
## TRANSYLVANIA 0.000000000 0.20000000    38617.028   59158429
## TYRRELL      0.000000000 0.00000000    99363.756  472064660
## UNION        0.000000000 0.19417476    20752.713   24018825
## VANCE        0.000000000 0.06060606    23628.939   32586051
## WAKE         0.006593407 0.16263736    11247.369    7431963
## WARREN       0.000000000 0.00000000    55853.226  118641479
## WASHINGTON   0.000000000 0.00000000    45613.673  111088118
## WATAUGA      0.000000000 0.06451613    35324.135   40313310
## WAYNE        0.000000000 0.05333333    24325.845   29025849
## WILKES       0.000000000 0.07547170    36349.714   56948215
## WILSON       0.000000000 0.12727273    21296.158   26702991
## YADKIN       0.035714286 0.03571429    32201.204   48024718
## YANCEY       0.000000000 0.15384615    54798.255   95288563
names(ej.matrix)
##  [1] "num_tested"       "per_tested"       "num_high_lead"    "per_highlead_h"  
##  [5] "num_tested_older" "fips"             "bf_acreage"       "objectid"        
##  [9] "id"               "acstotpop"        "acsipovbas"       "acseducbas"      
## [13] "acstothh"         "acstothu"         "minorpop"         "minorpct"        
## [17] "lowincome"        "lowincpct"        "lesshs"           "lesshspct"       
## [21] "under5"           "under5pct"        "over64"           "over64pct"       
## [25] "pre1960"          "pre1960pct"       "vuleopct"         "vuleo"           
## [29] "dispeo"           "dslpm"            "cancer"           "resp"            
## [33] "pnpl"             "prmp"             "ptsdf"            "ozone"           
## [37] "pm25"             "d_dslpm_2"        "d_cancr_2"        "d_pnpl_2"        
## [41] "d_ptsdf_2"        "d_ozone_2"        "d_pm25_2"         "region"          
## [45] "arealand"         "areawater"        "npl_cnt"          "tsdf_cnt"        
## [49] "shape_length"     "shape_area"
#Checking to make sure our variables are numeric
str(full.join)
## 'data.frame':    100 obs. of  51 variables:
##  $ county          : chr  "ALAMANCE" "ALEXANDER" "ALLEGHANY" "ANSON" ...
##  $ num_tested      : chr  "1,951" "516" "75" "204" ...
##  $ per_tested      : num  50.1 71.6 38.9 39.3 62.4 64.7 76.2 76 67.8 59.7 ...
##  $ num_high_lead   : int  36 3 1 5 0 3 5 3 6 3 ...
##  $ per_highlead_h  : num  0.02 0.6 1.3 2.5 0 1.7 0.7 1.1 1.3 0.3 ...
##  $ num_tested_older: num  2120 569 94 282 306 ...
##  $ fips            : int  37001 37003 37005 37007 37009 37011 37013 37015 37017 37019 ...
##  $ bf_acreage      : num  347.2 0 0 20.1 0 ...
##  $ objectid        : num  143210 143279 143296 143311 143332 ...
##  $ id              : num  3.7e+11 3.7e+11 3.7e+11 3.7e+11 3.7e+11 ...
##  $ acstotpop       : num  1421 1547 998 1332 1218 ...
##  $ acsipovbas      : num  1382 1490 986 1235 1202 ...
##  $ acseducbas      : num  956 1114 749 952 920 ...
##  $ acstothh        : num  567 572 431 501 537 ...
##  $ acstothu        : num  617 683 742 610 802 ...
##  $ minorpop        : num  503.2 203.1 129.5 737.8 90.3 ...
##  $ minorpct        : num  0.3664 0.1348 0.1264 0.5596 0.0773 ...
##  $ lowincome       : num  550 583 481 582 455 ...
##  $ lowincpct       : num  0.417 0.388 0.488 0.472 0.388 ...
##  $ lesshs          : num  138 205 175 185 145 ...
##  $ lesshspct       : num  0.161 0.195 0.234 0.192 0.161 ...
##  $ under5          : num  82.7 75.9 40.1 62.9 53.4 ...
##  $ under5pct       : num  0.0553 0.0501 0.04 0.0479 0.0428 ...
##  $ over64          : num  233 295 255 229 292 ...
##  $ over64pct       : num  0.177 0.198 0.257 0.186 0.245 ...
##  $ pre1960         : num  149.4 98.8 111.4 162.5 138.5 ...
##  $ pre1960pct      : num  0.269 0.152 0.146 0.278 0.181 ...
##  $ vuleopct        : num  0.392 0.261 0.307 0.516 0.233 ...
##  $ vuleo           : num  536 406 309 671 277 ...
##  $ dispeo          : num  32.6 -141.9 -44.5 199 -154.7 ...
##  $ dslpm           : num  0.3165 0.1728 0.0994 0.1796 0.0929 ...
##  $ cancer          : num  34.6 30.8 21.8 35.2 21 ...
##  $ resp            : num  0.458 0.394 0.268 0.491 0.257 ...
##  $ pnpl            : num  0.0185 0.0379 0.0492 0.0453 0.0705 ...
##  $ prmp            : num  0.4665 0.0969 0.0465 0.0552 0.0269 ...
##  $ ptsdf           : num  1.0871 0.1282 0.0466 0.2359 0.225 ...
##  $ ozone           : num  43.5 43.2 42.3 42.1 42.9 ...
##  $ pm25            : num  8.3 8.4 7.13 7.86 6.93 ...
##  $ d_dslpm_2       : num  20.55 -24.04 -4.07 36.6 -13.88 ...
##  $ d_cancr_2       : num  1204 -4429 -988 7058 -3251 ...
##  $ d_pnpl_2        : num  0.592 -4.846 -2.189 8.698 -12.424 ...
##  $ d_ptsdf_2       : num  26.87 -20.47 -2.47 62.91 -33.07 ...
##  $ d_ozone_2       : num  1413 -6127 -1882 8364 -6623 ...
##  $ d_pm25_2        : num  276 -1194 -321 1561 -1075 ...
##  $ region          : int  4 4 4 4 4 4 4 4 4 4 ...
##  $ arealand        : num  9705172 28056590 55191000 72446218 50040991 ...
##  $ areawater       : num  247718 393583 337731 768590 367869 ...
##  $ npl_cnt         : num  0 0 0 0 0.0455 ...
##  $ tsdf_cnt        : num  0.1062 0.0417 0 0.0526 0.0909 ...
##  $ shape_length    : num  16632 32339 47687 48568 50378 ...
##  $ shape_area      : num  1.53e+07 4.35e+07 8.61e+07 1.09e+08 7.80e+07 ...
#Dropping non numeric variables
full.join <- full.join %>%
  dplyr::select(-num_tested)%>%
  dplyr::select(-num_tested_older)
full.join
##           county per_tested num_high_lead per_highlead_h  fips bf_acreage
## 1       ALAMANCE       50.1            36           0.02 37001    347.220
## 2      ALEXANDER       71.6             3           0.60 37003      0.000
## 3      ALLEGHANY       38.9             1           1.30 37005      0.000
## 4          ANSON       39.3             5           2.50 37007     20.120
## 5           ASHE       62.4             0           0.00 37009      0.000
## 6          AVERY       64.7             3           1.70 37011      5.710
## 7       BEAUFORT       76.2             5           0.70 37013    191.180
## 8         BERTIE       76.0             3           1.10 37015         NA
## 9         BLADEN       67.8             6           1.30 37017         NA
## 10     BRUNSWICK       59.7             3           0.30 37019    268.390
## 11      BUNCOMBE       60.5            19           0.60 37021    756.890
## 12         BURKE       75.9            16           1.20 37023    209.040
## 13      CABARRUS       49.9            21           0.80 37025    172.830
## 14      CALDWELL       68.5            10           0.90 37027    112.610
## 15        CAMDEN       56.7             1           0.90 37029         NA
## 16      CARTERET       64.7             7           1.00 37031     18.843
## 17       CASWELL       63.5             4           1.50 37033         NA
## 18       CATAWBA       65.2            12           0.60 37035    171.218
## 19       CHATHAM       49.5             3           0.50 37037    516.627
## 20      CHEROKEE       61.0             1           0.30 37039      0.000
## 21        CHOWAN       63.9             1           0.60 37041     90.980
## 22          CLAY       55.8             0           0.00 37043         NA
## 23     CLEVELAND       74.0            14           0.90 37045    187.670
## 24      COLUMBUS       68.0            10           1.30 37047         NA
## 25        CRAVEN       76.6            16           0.80 37049     92.500
## 26    CUMBERLAND       29.8            47           1.40 37051    258.110
## 27     CURRITUCK       31.7             1           0.60 37053      5.200
## 28          DARE       46.4             1           0.30 37055         NA
## 29      DAVIDSON       75.0            32           1.20 37057     37.950
## 30         DAVIE       67.3             7           1.40 37059     17.900
## 31        DUPLIN       73.6             5           0.50 37061    140.220
## 32        DURHAM       54.7            23           0.50 37063    602.340
## 33     EDGECOMBE       69.6             8           0.90 37065     47.680
## 34       FORSYTH       63.4            62           1.10 37067   1176.624
## 35      FRANKLIN       60.5             4           0.50 37069     28.750
## 36        GASTON       40.5            15           0.70 37071    435.010
## 37         GATES       52.6             1           1.00 37073         NA
## 38        GRAHAM       54.5             0           0.00 37075     37.470
## 39     GRANVILLE       58.4             1           0.10 37077     32.980
## 40        GREENE       74.9             3           1.00 37079         NA
## 41      GUILFORD       71.1            74           0.80 37081    647.893
## 42       HALIFAX       76.6            17           2.00 37083    357.970
## 43       HARNETT       49.1            26           1.40 37085     56.210
## 44       HAYWOOD       67.4             4           0.50 37087     40.430
## 45     HENDERSON       57.7            13           1.10 37089    293.983
## 46      HERTFORD       74.1             6           1.80 37091         NA
## 47          HOKE       48.4             8           1.00 37093         NA
## 48          HYDE       65.2             1           2.20 37095         NA
## 49       IREDELL       54.4            14           0.70 37097    128.300
## 50       JACKSON       66.7             3           0.60 37099         NA
## 51      JOHNSTON       53.5            11           0.40 37101     75.030
## 52         JONES       70.6             0           0.00 37103         NA
## 53           LEE       67.7            12           1.10 37105     60.830
## 54        LENOIR       80.0            17           1.70 37107     56.240
## 55       LINCOLN       38.7             6           0.90 37109     95.876
## 56         MACON       61.3             5           1.20 37111     15.290
## 57       MADISON       65.3             3           1.20 37113      2.050
## 58        MARTIN       80.0             5           1.30 37115     31.570
## 59      MCDOWELL       65.1             7           1.20 37117    147.500
## 60   MECKLENBURG       33.3            72           0.70 37119   9324.310
## 61      MITCHELL       30.3             0           0.00 37121         NA
## 62    MONTGOMERY       88.3            10           2.10 37123      3.550
## 63         MOORE       76.7            13           0.70 37125     59.430
## 64          NASH       76.6            25           1.50 37127    382.280
## 65   NEW HANOVER       68.6            34           1.10 37129   1594.160
## 66   NORTHAMPTON       69.3             3           1.20 37131      7.100
## 67        ONSLOW       60.3            42           0.90 37133         NA
## 68        ORANGE       50.5             6           0.50 37135    137.170
## 69       PAMLICO       99.4             1           0.60 37137         NA
## 70    PASQUOTANK       78.4            10           1.30 37139         NA
## 71        PENDER       68.5             4           0.50 37141    407.250
## 72    PERQUIMANS       72.2             3           1.70 37143         NA
## 73        PERSON       40.3             7           2.10 37145     25.690
## 74          PITT       62.5            12           0.50 37147     82.480
## 75          POLK       42.6             1           0.80 37149     50.980
## 76      RANDOLPH       71.3            24           1.10 37151    106.270
## 77      RICHMOND       79.1            18           2.00 37153     10.000
## 78       ROBESON       72.2            20           0.80 37155    605.140
## 79    ROCKINGHAM       59.7            17           1.60 37157         NA
## 80         ROWAN       64.0            24           1.20 37159    734.120
## 81    RUTHERFORD       32.2             2           0.50 37161    166.200
## 82       SAMPSON       81.2            14           1.00 37163     36.910
## 83      SCOTLAND       74.7            10           1.50 37165   1183.260
## 84        STANLY       78.0            16           1.50 37167     18.930
## 85        STOKES       59.8             7           1.50 37169      6.240
## 86         SURRY       53.6            20           2.50 37171    166.710
## 87         SWAIN       67.6             3           1.50 37173     20.500
## 88  TRANSYLVANIA       68.9             3           0.80 37175   1293.630
## 89       TYRRELL       52.8             2           5.30 37177         NA
## 90         UNION       34.1            10           0.60 37179    259.295
## 91         VANCE       52.9             4           0.70 37181     38.940
## 92          WAKE       50.7            98           0.80 37183   1346.050
## 93        WARREN       68.4             4           1.70 37185         NA
## 94    WASHINGTON       61.2             1           0.60 37187     24.000
## 95       WATAUGA       77.3             6           1.00 37189     38.880
## 96         WAYNE       64.1            12           0.60 37191     94.460
## 97        WILKES       70.0             7           0.70 37193     28.350
## 98        WILSON       77.7            21           1.40 37195     48.380
## 99        YADKIN       56.2             4           0.90 37197         NA
## 100       YANCEY       48.4             2           1.20 37199     79.670
##     objectid           id acstotpop acsipovbas acseducbas acstothh  acstothu
## 1   143210.0 370010210849 1421.0265  1381.9292   956.0265 566.8938  617.2478
## 2   143278.5 370030404211 1546.6250  1489.5000  1113.5833 571.7500  683.2917
## 3   143296.0 370059501911  997.5455   986.3636   749.3636 431.4545  741.8182
## 4   143311.0 370079203792 1331.8947  1235.2105   952.2105 500.8421  610.2105
## 5   143331.5 370099705093 1217.5455  1202.3182   919.6364 536.5909  802.2273
## 6   143350.5 370119302633 1093.8125   889.4375   820.2500 411.6875  885.3750
## 7   143376.0 370139305119 1349.8000  1334.8857   963.2000 552.1429  740.8571
## 8   143403.5 370159602653  982.2000   916.1000   726.7500 398.8000  492.0500
## 9   143429.0 370179503874 1089.6129  1073.8710   779.0000 450.5806  576.6774
## 10  143489.5 370190311557 1409.5556  1397.6333  1101.2000 602.5111  966.3111
## 11  143611.5 370210021244 1652.4286  1610.6039  1208.5195 695.4091  789.5519
## 12  143717.5 370230207959 1546.7586  1500.0000  1108.1724 597.7931  708.4828
## 13  143793.5 370250416577 2143.0638  2123.5319  1415.4787 769.1383  830.7766
## 14  143871.5 370270307780 1319.0161  1299.3710   947.6774 525.7097  612.0968
## 15  143905.5 370299501018 1741.1667  1741.1667  1209.8333 639.3333  704.6667
## 16  143944.5 370319712691  957.2222   938.3194   721.5972 412.3611  693.2083
## 17  143989.5 370339303502 1263.6667  1212.7778   926.2222 506.1111  598.7778
## 18  144046.0 370350109627 1649.7789  1620.6842  1138.6105 643.1474  723.0842
## 19  144111.0 370370204075 1994.0286  1970.6571  1458.8857 815.0571  901.5714
## 20  144139.0 370399303768 1317.5238  1299.6667  1011.0000 566.4286  862.0952
## 21  144156.5 370419301439 1014.6429   991.0714   750.3571 427.4286  521.5000
## 22  144167.0 370439501431 1544.7143  1540.7143  1185.4286 723.1429 1044.1429
## 23  144209.0 370459508295 1261.8052  1237.1688   863.0909 478.9870  565.9610
## 24  144271.0 370479307747 1197.7234  1131.8723   837.7872 474.5957  558.5106
## 25  144326.5 370499606981 1610.6562  1527.4375  1054.0000 638.6094  732.9844
## 26  144456.0 370510124581 1703.1077  1622.6923  1050.3641 638.0410  747.8923
## 27  144561.0 370531689347 1719.7333  1707.4667  1218.5333 676.5333 1037.1333
## 28  144584.5 370559716072 1116.9062  1110.5312   832.8125 482.5312 1078.5938
## 29  144654.5 370570611163 1524.6667  1501.8148  1066.8796 606.2130  688.0648
## 30  144721.0 370590803882 1679.6400  1666.8400  1196.3200 639.9600  743.2800
## 31  144750.5 370610904745 1737.1176  1717.1176  1174.5882 640.6176  761.0588
## 32  144844.0 370630079165 2002.9869  1914.5490  1369.0000 806.8235  872.0850
## 33  144944.0 370650208556 1134.7234  1117.7872   778.2979 454.7021  530.7447
## 34  145089.0 370670028099 1529.1070  1486.3169  1022.5185 603.6420  672.3539
## 35  145225.5 370690604511 2163.4000  2109.0667  1493.8000 824.9667  933.7333
## 36  145327.0 370710318228 1251.9364  1234.0000   862.4740 471.0636  530.5145
## 37  145418.5 370739701902 1156.3000  1149.0000   834.5000 447.7000  533.6000
## 38  145427.5 370759202252 1069.6250  1053.0000   755.2500 411.0000  752.1250
## 39  145447.5 370779704545 1839.8125  1752.8438  1293.0625 657.1875  752.1562
## 40  145470.0 370799501855 1616.0000  1433.4615  1149.3846 558.3846  639.6923
## 41  145622.5 370810172130 1793.0890  1734.3836  1194.0342 694.2842  776.5171
## 42  145794.0 370839306181 1014.4510   986.4902   713.5490 414.0392  508.2157
## 43  145850.0 370850708508 2137.0656  2078.4098  1372.9672 739.1148  839.8361
## 44  145904.5 370879219090 1259.0208  1242.8333   941.1458 548.6667  737.4583
## 45  145964.5 370899317175 1578.1250  1558.7500  1169.4306 670.5694  790.8194
## 46  146010.0 370919502535 1271.2105  1154.3158   880.5789 468.3684  559.5789
## 47  146032.0 370939706096 2129.5600  2062.1600  1364.0000 708.8800  828.3600
## 48  146047.5 370959434502  898.8333   793.5000   642.6667 294.8333  541.5000
## 49  146106.5 370970610202 1540.4018  1524.8839  1053.8482 582.5536  650.3036
## 50  146175.5 370999493464 1625.2308  1478.5385  1037.6538 640.0769 1041.2692
## 51  146230.5 371010408370 2275.8571  2252.4405  1505.4167 799.4524  877.2024
## 52  146276.0 371039202145 1385.0000  1379.2857  1038.7143 591.0000  708.2857
## 53  146298.0 371050304233 1625.0000  1598.8378  1087.7027 587.6757  661.1622
## 54  146340.0 371070108067 1217.5957  1190.5957   847.1277 491.9362  586.1702
## 55  146388.5 371090706750 1628.8200  1612.0200  1157.9400 640.4400  704.5400
## 56  146429.0 371119705425 1455.1290  1420.5484  1051.3226 579.3871  687.0000
## 57  146458.5 371139704221 1228.9286  1219.2857   924.0000 560.6786  912.7500
## 58  146480.5 371150104565 1337.8125  1271.0625   953.5000 528.2500  680.7500
## 59  146499.0 371179703478 1097.8095  1088.7619   788.9524 451.0000  552.7619
## 60  146787.0 371190095454 1899.6649  1872.1045  1269.1874 727.1099  785.2162
## 61  147071.5 371219502502 1074.2857  1043.8571   795.4286 454.3571  629.4286
## 62  147089.5 371239602824 1242.6364  1193.0909   863.3182 473.2273  737.9545
## 63  147129.0 371259506046 1677.7018  1657.1228  1212.9123 683.5965  818.2105
## 64  147190.0 371270107872 1446.2000  1415.4923   994.6615 564.9231  659.6308
## 65  147282.5 371290277119 1868.5917  1811.1083  1272.2250 780.3000  910.3667
## 66  147353.5 371319202461  917.5455   876.8182   683.1364 392.1818  530.4545
## 67  147412.5 371330115437 2019.9167  1806.2708  1074.7917 667.3438  817.7188
## 68  147498.0 371350112661 1905.8400  1757.1867  1185.9067 700.3867  766.6933
## 69  147542.0 371379532247  980.1538   923.6154   764.9231 411.6923  593.9231
## 70  147561.5 371399604432 1518.4231  1424.8077  1031.3077 568.4615  658.0000
## 71  147590.5 371419224926 1844.3750  1804.7500  1299.9375 680.1875  893.7812
## 72  147612.5 371439201510 1121.5833  1107.8333   842.8333 493.2500  594.6667
## 73  147631.5 371459203659 1511.7308  1489.3077  1074.0000 605.5385  708.7692
## 74  147692.5 371470010013 1847.6250  1776.1458  1113.4271 720.5104  818.3646
## 75  147746.5 371499201939 1704.8333  1679.0833  1316.9167 753.9167  972.8333
## 76  147795.5 371510309193 1662.3023  1641.6395  1146.8605 651.6395  722.6395
## 77  147859.0 371539706076 1102.1707  1064.3415   745.6098 452.3415  521.4634
## 78  147923.5 371559610364 1516.3864  1475.2386   973.3864 522.3750  603.0114
## 79  148002.0 371570408473 1322.7536  1301.7246   948.7536 539.1449  637.3478
## 80  148083.5 371590511557 1485.1596  1440.2979  1019.7447 556.3936  652.4362
## 81  148156.5 371619606697 1279.4615  1255.8846   912.0000 506.6346  659.1346
## 82  148205.0 371639705205 1412.4667  1392.7556   944.8222 523.0444  613.5556
## 83  148241.0 371650103414 1306.0000  1208.3333   876.8148 485.6667  566.4815
## 84  148277.5 371679307617 1328.5652  1286.3261   927.2826 515.5870  600.8261
## 85  148316.0 371690704139 1480.8065  1462.8710  1083.9355 622.6452  715.6774
## 86  148361.0 371719306591 1222.0169  1204.6780   858.9322 491.2712  576.7797
## 87  148396.5 371739568841 1187.8333  1171.7500   821.4167 453.5833  745.9167
## 88  148415.0 371759603526 1340.5200  1298.7600  1014.6000 564.9200  782.4000
## 89  148430.0 371779601002  823.8000   685.0000   660.8000 326.2000  445.8000
## 90  148484.0 371790205833 2200.9126  2173.0485  1398.4078 729.7573  773.2427
## 91  148552.0 371819605639 1347.9394  1324.2424   907.1212 510.7273  609.6061
## 92  148796.0 371830572273 2300.1275  2251.0352  1527.2132 858.2374  926.2110
## 93  149031.0 371859502142 1335.5333  1271.8667   961.1333 518.6667  796.5333
## 94  149046.0 371879501670  810.4000   797.0000   559.0667 338.2000  430.5333
## 95  149069.0 371899205460 1745.7097  1560.2903   999.4839 656.6129 1081.2903
## 96  149122.0 371910008519 1653.3600  1608.5867  1094.7333 642.0400  720.9867
## 97  149186.0 371939606553 1291.6981  1271.4906   925.7925 535.0000  631.6981
## 98  149240.0 371950008696 1478.8364  1450.4364  1004.5818 584.1455  654.6364
## 99  149281.5 371970503224 1345.1786  1332.5000   951.1786 551.7143  621.4643
## 100 149302.0 371999602314 1359.0000  1346.8462  1009.1538 569.3846  862.3846
##       minorpop   minorpct lowincome lowincpct    lesshs  lesshspct    under5
## 1    503.21239 0.36638784  549.8673 0.4174402 138.30973 0.16106337  82.71681
## 2    203.08333 0.13480558  582.7917 0.3879962 205.16667 0.19521105  75.91667
## 3    129.54545 0.12637604  481.3636 0.4884076 175.09091 0.23365562  40.09091
## 4    737.78947 0.55959010  581.5263 0.4721476 185.36842 0.19164984  62.94737
## 5     90.27273 0.07734615  455.0455 0.3879327 144.86364 0.16137970  53.36364
## 6    137.68750 0.09512622  402.4375 0.4580288 145.31250 0.15824990  40.18750
## 7    461.40000 0.38511595  572.0000 0.4676535 119.65714 0.13187570  65.48571
## 8    645.45000 0.59923326  458.7500 0.4699756 154.75000 0.18105236  42.20000
## 9    493.93548 0.45789805  556.0645 0.5282522 154.77419 0.19129775  57.90323
## 10   257.18889 0.14800353  435.1333 0.2979744 105.81111 0.09390192  58.94444
## 11   270.78571 0.16561525  542.2013 0.3552642 109.04545 0.09264570  83.55844
## 12   283.50000 0.16181111  630.1552 0.4088125 211.34483 0.19905904  73.68966
## 13   710.84043 0.33755975  597.0532 0.3273445 141.51064 0.12475242 137.61702
## 14   163.98387 0.13623437  536.4839 0.4369692 192.14516 0.20592006  66.72581
## 15   341.16667 0.16031274  497.8333 0.2440306 173.66667 0.12930086  82.00000
## 16   130.50000 0.12501450  283.9583 0.2754435  63.93056 0.08136868  41.16667
## 17   490.72222 0.38997361  467.7222 0.3974021 190.22222 0.20542034  58.77778
## 18   398.57895 0.23764023  584.0211 0.3637524 168.67368 0.15466219  93.47368
## 19   567.68571 0.26847936  578.9429 0.3080175 172.17143 0.13077810  98.65714
## 20   115.09524 0.07971821  534.5714 0.4130994 138.66667 0.14873041  53.76190
## 21   407.85714 0.32891504  431.2143 0.3595807 120.14286 0.13844495  47.42857
## 22    97.14286 0.05476915  673.8571 0.4301222 136.85714 0.12365401  57.28571
## 23   340.15584 0.28879995  562.4156 0.4598837 138.31169 0.16966641  69.98701
## 24   487.14894 0.39639378  544.1489 0.4751125 154.51064 0.17251402  59.97872
## 25   548.75000 0.37025334  535.5312 0.3790846 124.32812 0.13466670 104.43750
## 26   953.65128 0.56149506  676.5846 0.4321061  97.44103 0.10091263 130.36923
## 27   220.26667 0.10272042  473.8667 0.2669347 132.00000 0.09136921  93.33333
## 28   138.96875 0.08847438  323.4688 0.2152911  56.03125 0.05064283  52.40625
## 29   297.37037 0.21677356  574.2407 0.4134189 176.68519 0.18121879  83.22222
## 30   257.16000 0.15259076  505.0400 0.2957047 159.16000 0.13818610  79.24000
## 31   838.00000 0.47423996  911.8824 0.5152684 303.44118 0.25129382 109.44118
## 32  1157.01307 0.55135742  634.9935 0.3464626 158.88889 0.13382685 134.18954
## 33   722.08511 0.65018190  569.2553 0.5205601 158.25532 0.20412254  66.85106
## 34   657.32099 0.43480323  554.8148 0.3857062 114.95885 0.12358054  93.57613
## 35   788.60000 0.41599298  757.2000 0.3926509 237.13333 0.17316196 121.16667
## 36   337.69364 0.29255741  468.1503 0.4083612 131.69364 0.16806135  74.67052
## 37   427.50000 0.37502417  345.2000 0.3064562 114.50000 0.13856905  47.60000
## 38   141.12500 0.13159889  507.2500 0.5102192 143.87500 0.20654299  44.62500
## 39   769.37500 0.44902076  585.7812 0.3574983 203.81250 0.17857174  90.59375
## 40   857.30769 0.50874970  696.4615 0.4430114 297.69231 0.25728639  82.15385
## 41   880.81849 0.50324802  636.1678 0.4118908 129.90411 0.12543561 106.83562
## 42   623.52941 0.61896109  514.8431 0.5291127 160.84314 0.23226848  53.37255
## 43   816.90164 0.38726791  826.8197 0.4079665 187.45902 0.14666013 160.75410
## 44    89.58333 0.06974944  417.1250 0.3501710 112.14583 0.12502418  59.64583
## 45   264.83333 0.17175784  485.0972 0.3301508 118.69444 0.10951766  76.79167
## 46   846.05263 0.67658559  552.7368 0.4943198 183.00000 0.21197049  58.42105
## 47  1270.96000 0.59910684  894.6000 0.4519992 190.76000 0.15621910 186.16000
## 48   369.16667 0.26815016  344.1667 0.3094445 118.16667 0.12494005  46.66667
## 49   365.90179 0.24765476  452.4196 0.3213845 116.20536 0.12328063  85.83036
## 50   309.76923 0.17013023  603.6923 0.4158219 120.80769 0.11329549  75.00000
## 51   722.50000 0.33985099  790.8690 0.4130195 206.82143 0.16867690 146.63095
## 52   522.00000 0.35035799  711.2857 0.5212350 191.00000 0.18566867  61.85714
## 53   681.72973 0.43721250  654.8378 0.4262892 180.08108 0.18384519 104.89189
## 54   615.59574 0.55905630  572.2128 0.5143607 165.95745 0.21593098  69.74468
## 55   243.36000 0.15357922  564.7800 0.3792087 167.14000 0.15292776  82.28000
## 56   182.16129 0.13220938  604.5806 0.4300900 170.41935 0.16820049  63.61290
## 57   131.57143 0.10542701  453.8929 0.3840277 104.92857 0.11932434  60.10714
## 58    79.06250 0.05580211  489.9375 0.3966755 139.31250 0.15180438  59.75000
## 59   526.23810 0.52007524  463.4286 0.4439387 131.76190 0.16717262  58.71429
## 60  1001.04685 0.50884357  553.1171 0.3028222 125.91171 0.10285855 128.72072
## 61    81.64286 0.07417470  367.3571 0.3517350 122.92857 0.17358753  47.78571
## 62   456.45455 0.35259915  526.7727 0.4545660 178.77273 0.20578410  68.77273
## 63   382.59649 0.24504187  482.3333 0.3225237 116.36842 0.11253872  94.08772
## 64   717.64615 0.51998861  506.5538 0.3901742 145.21538 0.16136440  81.32308
## 65   428.13333 0.23430134  627.8333 0.3617816  89.73333 0.07403077  94.28333
## 66   562.77273 0.58645946  420.3182 0.4662727 140.36364 0.19343314  42.09091
## 67   678.06250 0.33634818  716.0208 0.3990539  94.21875 0.09443355 182.72917
## 68   584.18667 0.30402591  507.9200 0.3056277  86.37333 0.07371168  87.90667
## 69   252.61538 0.25052233  365.2308 0.3808610  91.69231 0.11334706  35.61538
## 70   685.80769 0.46773913  537.5769 0.4061748 139.42308 0.14148143  95.61538
## 71   465.06250 0.24093321  569.4688 0.3090140 162.15625 0.12100185 104.65625
## 72   312.91667 0.24381010  423.6667 0.3265051 113.41667 0.11926838  51.00000
## 73   508.34615 0.35292864  557.1154 0.3897150 146.65385 0.15027934  79.19231
## 74   837.21875 0.45184130  775.5521 0.4590553 117.94792 0.11242899 108.76042
## 75   242.91667 0.13838409  547.0000 0.3180246 119.41667 0.08926729  56.50000
## 76   343.16279 0.20997913  655.4651 0.4104823 213.19767 0.19328012  94.16279
## 77   470.43902 0.41900496  522.1220 0.5046213 147.19512 0.19642232  67.78049
## 78  1129.88636 0.73012599  808.3068 0.5562222 223.26136 0.23339339 102.69318
## 79   363.60870 0.26714038  528.5652 0.4101226 165.13043 0.17479987  68.18841
## 80   410.07447 0.28923702  552.0213 0.3882254 150.19149 0.15112388  83.77660
## 81   211.90385 0.17218671  530.8269 0.4278625 158.55769 0.17539240  65.25000
## 82   688.71111 0.50048924  668.5778 0.4881783 210.93333 0.21708758  90.91111
## 83   736.51852 0.57434103  626.5185 0.5494986 176.70370 0.19973572  81.55556
## 84   254.45652 0.20703864  472.6522 0.3902536 138.23913 0.15191692  74.76087
## 85   129.74194 0.09390145  493.3226 0.3482443 178.35484 0.17394059  66.16129
## 86   192.89831 0.15398007  512.8475 0.4217325 186.35593 0.21400064  62.88136
## 87   448.83333 0.29115646  559.7500 0.4205642 178.41667 0.20406917  74.83333
## 88   129.96000 0.08474291  501.1600 0.3971499 116.00000 0.11777856  56.40000
## 89   384.40000 0.38438057  352.2000 0.4084500 161.80000 0.20181076  23.40000
## 90   603.22330 0.27861942  518.3592 0.2668766 142.47573 0.11648696 129.07767
## 91   808.51515 0.66034214  661.1212 0.5370607 181.75758 0.21836497  83.75758
## 92   912.88132 0.37327769  527.2527 0.2515221 110.94725 0.07780403 145.90989
## 93   823.80000 0.57548578  581.4667 0.4378546 187.53333 0.18868625  57.13333
## 94   450.13333 0.49759896  385.0000 0.4404899 112.20000 0.18006760  42.40000
## 95   141.67742 0.08092238  685.9032 0.4140439 104.61290 0.09945259  57.67742
## 96   764.82667 0.48479155  722.3067 0.4656346 174.01333 0.17173443 111.17333
## 97   160.75472 0.12670923  549.6226 0.4335968 198.52830 0.21727845  64.24528
## 98   780.90909 0.57064458  632.2545 0.4934099 197.81818 0.22799302  87.72727
## 99   209.21429 0.15066664  556.3214 0.4282694 180.42857 0.18439632  70.71429
## 100  100.53846 0.07497696  610.1538 0.4525804 159.69231 0.15618317  63.53846
##      under5pct   over64 over64pct   pre1960 pre1960pct  vuleopct     vuleo
## 1   0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140  535.9212
## 2   0.05013226 295.3750 0.1978350  98.83333 0.15204557 0.2614009  405.8671
## 3   0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918  308.8310
## 4   0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688  670.7667
## 5   0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394  276.5605
## 6   0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775  300.3192
## 7   0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847  519.7859
## 8   0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044  572.3331
## 9   0.05804781 217.8065 0.2077864  86.12903 0.16127426 0.4930751  530.2882
## 10  0.03692417 413.1333 0.3172753  32.61111 0.04079631 0.2229890  348.2231
## 11  0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397  414.2111
## 12  0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118  468.8633
## 13  0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521  657.2000
## 14  0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018  354.1364
## 15  0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717  419.5000
## 16  0.03641695 225.5139 0.2491433  88.25000 0.14579878 0.2002290  209.5189
## 17  0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879  495.2352
## 18  0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963  497.5845
## 19  0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484  576.4735
## 20  0.03644420 372.2381 0.2927199  98.76190 0.12519774 0.2464088  329.2558
## 21  0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479  424.2037
## 22  0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457  386.4494
## 23  0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418  454.6878
## 24  0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531  530.8153
## 25  0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689  547.6264
## 26  0.07146213 191.2821 0.1234708  75.18462 0.12772951 0.4968006  828.0457
## 27  0.04177162 266.4000 0.1572178  72.06667 0.07546156 0.1848275  349.8125
## 28  0.03357815 224.4062 0.1591291  87.46875 0.06585532 0.1518827  232.1986
## 29  0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962  442.1939
## 30  0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477  382.7131
## 31  0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542  880.0032
## 32  0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100  915.7598
## 33  0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710  649.2844
## 34  0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547  611.1772
## 35  0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219  783.4805
## 36  0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593  407.1872
## 37  0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402  387.6701
## 38  0.04369245 248.7500 0.2319127  98.62500 0.15145431 0.3209090  328.2875
## 39  0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595  696.1428
## 40  0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806  804.7418
## 41  0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694  772.4190
## 42  0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369  577.5869
## 43  0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172  834.1685
## 44  0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602  256.1733
## 45  0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543  379.2198
## 46  0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527  730.2465
## 47  0.07442228 192.7600 0.1116875  64.80000 0.10680578 0.5255530 1096.9498
## 48  0.03172541 147.8333 0.1205571  72.33333 0.08205631 0.2887973  385.0393
## 49  0.05558499 234.3661 0.1568829  96.66964 0.17699338 0.2845196  412.0953
## 50  0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761  494.0606
## 51  0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352  761.6580
## 52  0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965  618.1292
## 53  0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508  675.1211
## 54  0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085  600.3022
## 55  0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940  407.8475
## 56  0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497  401.6876
## 57  0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273  294.2633
## 58  0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388  294.0973
## 59  0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070  496.8406
## 60  0.06522193 202.1928 0.1133439  85.37117 0.13903627 0.4058329  780.2090
## 61  0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549  229.5586
## 62  0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826  513.8405
## 63  0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828  435.6780
## 64  0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814  617.7099
## 65  0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415  543.1824
## 66  0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661  504.4648
## 67  0.08478579 174.9688 0.1040546  67.39583 0.11383226 0.3677010  726.9245
## 68  0.04260098 244.8533 0.1307914  98.25333 0.14245257 0.3048268  576.5700
## 69  0.03404130 275.6154 0.2586799  96.30769 0.16168913 0.3156917  322.7673
## 70  0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570  624.2673
## 71  0.04728447 323.0938 0.1809942  87.90625 0.11462612 0.2749736  523.4460
## 72  0.04028613 298.5833 0.1937675  96.50000 0.14325266 0.2851576  371.1532
## 73  0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218  537.5622
## 74  0.05492115 228.5312 0.1349315  89.69792 0.16668811 0.4554483  821.9861
## 75  0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044  398.8702
## 76  0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307  504.3061
## 77  0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131  504.4140
## 78  0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741  980.2410
## 79  0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315  450.2984
## 80  0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312  490.9233
## 81  0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246  377.0244
## 82  0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338  683.7422
## 83  0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198  702.2288
## 84  0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461  371.7971
## 85  0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729  314.8444
## 86  0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563  357.2810
## 87  0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603  508.1537
## 88  0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464  323.8429
## 89  0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153  384.6713
## 90  0.05687711 264.7476 0.1287587  67.33981 0.10678785 0.2727480  566.8866
## 91  0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014  740.7816
## 92  0.05845153 250.2242 0.1242591  65.79341 0.10077470 0.3123999  727.1955
## 93  0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702  716.6377
## 94  0.04705728 184.9333 0.2228574  97.13333 0.20507851 0.4690444  418.3383
## 95  0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831  482.2409
## 96  0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131  752.3040
## 97  0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530  359.9629
## 98  0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272  715.1185
## 99  0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680  385.4222
## 100 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787  358.0441
##          dispeo      dslpm   cancer      resp        pnpl       prmp      ptsdf
## 1     32.591983 0.31652977 34.59308 0.4576592 0.018487268 0.46651075 1.08713271
## 2   -141.949213 0.17280304 30.84475 0.3938572 0.037912568 0.09692420 0.12815287
## 3    -44.500683 0.09937925 21.84325 0.2680125 0.049249745 0.04654865 0.04657801
## 4    199.008126 0.17955891 35.18457 0.4911926 0.045261657 0.05523394 0.23587285
## 5   -154.695441 0.09294807 20.98061 0.2573567 0.070518297 0.02690828 0.22496000
## 6    -87.110398 0.09034049 20.49582 0.2441193 0.016394080 0.02883423 0.05077100
## 7     41.685262 0.15565777 26.63451 0.3599771 0.156930039 0.21707499 0.27701601
## 8    224.436740 0.13397961 26.28007 0.3434102 0.016108952 0.17717621 0.05320158
## 9    144.346120 0.14271858 29.93067 0.4174150 0.025594423 0.18182049 0.16304169
## 10  -151.043062         NA       NA        NA 0.069348304 0.14680634 0.36927853
## 11  -171.080960 0.25221749 27.28900 0.3505627 0.170159994 0.23896088 1.47101235
## 12   -79.000322 0.22037398 32.32983 0.4271602 0.018509797 0.60736785 0.60848659
## 13  -101.875670 0.43115183 38.02914 0.5219152 0.215837087 0.40999325 0.67363869
## 14  -113.060554 0.20561481 31.33500 0.4103644 0.020028869 0.79875696 1.46360828
## 15  -197.223193 0.15473071 23.80679 0.3058080 0.016490846 0.14004003 0.09201705
## 16  -129.530331         NA       NA        NA 0.042450175 0.04642283 0.29240034
## 17    47.643057 0.17573368 30.89038 0.4054905 0.038654448 0.09087409 0.11376247
## 18   -86.769046 0.27514719 35.77856 0.4574717 0.043979867 0.71651389 1.54476147
## 19  -129.813681 0.21132811 33.67628 0.4570581 0.030940689 0.39990107 0.14415137
## 20  -137.412566 0.11272115 25.91320 0.3310356 0.011506724 0.11398211 0.15278969
## 21    64.816078 0.14649305 24.60909 0.3230565 0.012155968 0.04779760 0.06446356
## 22  -160.690102 0.09703504 24.81827 0.3090753 0.012503830 0.05276495 0.07688091
## 23     7.754956 0.27300703 36.16066 0.4749268 0.106017820 0.39733422 0.61789945
## 24   106.580370 0.14971195 30.14047 0.4188799 0.038614054 0.06998162 0.31620173
## 25   -22.869893 0.15709208 28.68126 0.4230975 0.106926145 0.42529881 0.37592439
## 26   224.803074         NA       NA        NA 0.172371297 0.38488849 0.95848908
## 27  -259.318962         NA       NA        NA 0.016751439 0.09288359 0.04610997
## 28  -163.410813         NA       NA        NA 0.007005027 0.16419952 0.21525972
## 29   -97.844722 0.30975191 35.46591 0.4711024 0.027097171 0.47450556 0.85883220
## 30  -212.217265 0.26214080 33.62059 0.4463013 0.039966488 0.19717246 0.32604591
## 31   264.714198 0.15359399 29.10694 0.3960308 0.018890780 0.19092452 0.11223393
## 32   206.299586 0.42433954 39.47396 0.4954464 0.072952634 0.48767075 2.53619109
## 33   247.364121 0.21027140 29.79396 0.3903928 0.015702364 0.60229497 0.44352947
## 34    69.565758 0.32319878 35.65933 0.4513286 0.027115581 0.45475852 2.80220190
## 35    17.201756 0.19755063 32.25461 0.4315558 0.029152717 0.14192604 0.26961895
## 36   -36.250065 0.37583540 39.66390 0.5181158 0.333406657 1.08978188 1.69676397
## 37   -21.892642 0.15082953 26.09084 0.3409217 0.022082794 0.05798133 0.07133688
## 38   -50.574856 0.08549048 22.75260 0.2944589 0.015646146 0.05651647 0.07363816
## 39    44.479119 0.22703138 34.50889 0.4544088 0.309771440 0.23518987 0.82028443
## 40   232.352740 0.15781048 28.32582 0.3730194 0.018346811 0.06687062 0.09456515
## 41   137.304832         NA       NA        NA 0.014239096 0.68341145 3.47950235
## 42   218.267264 0.22280477 31.13998 0.4217635 0.012602661 0.48075172 0.39617224
## 43    77.217501 0.21282488 34.21505 0.4802159 0.031884113 0.26290582 0.17011664
## 44  -189.773316 0.13080635 22.33353 0.2847963 0.263121311 0.56991820 0.23949379
## 45  -179.753889         NA       NA        NA 0.159313674 0.19636730 0.85179504
## 46   279.982308 0.15574047 27.98550 0.3665439 0.014607220 0.08537003 0.24381093
## 47   342.657287         NA       NA        NA 0.075163949 0.69033708 0.12642215
## 48    66.671538         NA       NA        NA 0.008852141 0.01458916 0.01079700
## 49  -133.516704 0.33445751 35.22766 0.4816882 0.167157907 0.65273912 0.78886206
## 50   -81.597925 0.10358560 22.44427 0.2850856 0.061130664 0.13627221 0.16023591
## 51   -44.453147 0.26336824 32.23070 0.4457265 0.025035707 0.41393380 0.23723157
## 52   127.560687 0.12913767 28.38102 0.4164428 0.030255525 0.07672506 0.06736424
## 53    99.544223 0.23751193 34.57777 0.5685818 0.024198807 0.32997824 0.98595583
## 54   169.028421 0.19174867 28.79850 0.3973143 0.018016999 0.40917782 0.24472760
## 55  -169.082360 0.27066314 35.37423 0.4688820 0.040408049 0.53119444 0.71207911
## 56  -113.720770 0.18049430 27.73757 0.3567475 0.027711393 0.22703076 0.40135613
## 57  -141.024552 0.10728014 24.04552 0.3083235 0.023084511 0.26052792 0.04351834
## 58  -179.757404 0.12293083 23.88297 0.3029172 0.033400503 0.11140618 0.27539939
## 59   107.995216 0.15708419 26.69859 0.3526753 0.031709454 0.17037817 0.03827832
## 60   107.345544         NA       NA        NA 0.067862546 0.66508485 2.90562508
## 61  -150.954604 0.11498830 22.19441 0.2720081 0.020664862 0.04479133 0.20259426
## 62    73.697335 0.16986314 34.81807 0.4974464 0.024453482 0.29464461 0.13744873
## 63  -158.565803 0.18304542 35.46156 0.4806656 0.227353908 0.17509230 0.20682394
## 64   105.464282 0.25970971 31.13754 0.4141487 0.014516391 0.47430853 0.76606257
## 65  -118.674851         NA       NA        NA 0.128909967 0.46380382 2.50534509
## 66   179.469161 0.16710775 29.46246 0.3895834 0.012196882 0.22838202 0.14664309
## 67    11.467733         NA       NA        NA 0.286745662 0.19709319 0.63343122
## 68   -98.480650 0.34352809 36.04644 0.4767221 0.040670809 0.14261019 1.70097135
## 69   -24.404257         NA       NA        NA 0.039207659 0.15626147 0.12481899
## 70    86.440134 0.20981541 24.66018 0.3213893 0.017189212 0.65990225 0.72070612
## 71  -129.833675         NA       NA        NA 0.036057435 0.09209085 0.12745439
## 72   -26.112882 0.14477123 23.80005 0.3060401 0.012246907 0.22487321 0.07536073
## 73     2.105488 0.19609886 31.66348 0.4144187 0.185567328 0.29293685 0.28197182
## 74   167.555219 0.24078693 29.04834 0.3926509 0.036455741 0.27846276 1.40174886
## 75  -204.983705 0.19421313 30.18075 0.3892443 0.054191449 0.06769332 0.06543010
## 76   -84.483258 0.26155204 34.46271 0.4531987 0.015957430 0.33723267 0.95011376
## 77   114.023843 0.20145933 35.34499 0.4992846 0.109754706 0.41265198 0.31866491
## 78   443.135290 0.22040500 32.47018 0.4575729 0.024348766 0.54838042 0.31598072
## 79   -18.222421 0.21340966 31.89096 0.4139661 0.021662653 0.54577698 0.72282342
## 80   -35.121845 0.35304974 36.59263 0.4923564 0.121167003 0.52435863 0.84194379
## 81   -76.162290 0.21621754 34.06881 0.4507877 0.030520071 0.44827288 0.52553177
## 82   183.444967 0.16318634 30.51232 0.4137775 0.024504754 0.34267322 0.24234168
## 83   239.642104 0.19567271 35.15641 0.4991327 0.030816195 0.30240859 0.28337228
## 84   -98.782171 0.25156630 38.86160 0.4982897 0.031207508 0.30997159 0.19452894
## 85  -209.658893 0.17646868 29.92433 0.3784246 0.024554835 0.09221757 0.32579919
## 86   -75.558754 0.18749997 28.03075 0.3634573 0.032553165 0.42729318 0.17932866
## 87    87.421784         NA       NA        NA 0.028924486 0.04305214 0.20126995
## 88  -150.970825 0.10196269 24.20718 0.2988564 0.036143224 0.20702273 0.76833204
## 89    92.880395 0.12935258 23.23082 0.2950123 0.009602298 0.13897133 0.03473965
## 90  -212.679081 0.33612482 36.75110 0.5062466 0.050049336 0.34594334 1.01051814
## 91   263.339938 0.23126831 33.08215 0.4339669 0.053054379 0.35135000 0.60129843
## 92   -87.512275 0.42932467 36.51520 0.4943147 0.127167325 0.22285693 2.04847960
## 93   243.590316 0.16923835 30.93600 0.4110591 0.023064707 0.04557286 0.04271949
## 94   131.293687 0.13331156 24.87767 0.3325719 0.018353096 0.30255465 0.05122357
## 95  -136.091413 0.12426784 21.94132 0.2672414 0.025480489 0.02745375 0.43563828
## 96   166.682069 0.20878279 31.65313 0.4197343 0.013158771 0.18919366 0.54042891
## 97   -97.558045 0.15159615 27.88877 0.3647305 0.036488529 0.68584650 0.32942549
## 98   191.312987 0.25919652 31.51647 0.4133079 0.014350935 0.95566333 0.60423848
## 99   -91.041604 0.20863734 30.39726 0.4044873 0.127921350 0.17458549 0.19750888
## 100 -123.315183 0.09633023 21.61371 0.2668410 0.028564969 0.04211164 0.35770114
##        ozone     pm25  d_dslpm_2  d_cancr_2    d_pnpl_2   d_ptsdf_2  d_ozone_2
## 1   43.45316 8.297337  20.551376  1203.8700   0.5917337   26.870053  1412.7912
## 2   43.16748 8.401689 -24.041662 -4428.8246  -4.8455965  -20.473410 -6126.9818
## 3   42.31874 7.133256  -4.067480  -987.8557  -2.1888089   -2.472353 -1882.2382
## 4   42.09358 7.856333  36.596005  7057.9545   8.6984956   62.906865  8363.9082
## 5   42.85610 6.934824 -13.882709 -3251.3249 -12.4242546  -33.067156 -6622.9999
## 6   42.75757 6.909698  -7.962184 -1806.5473  -1.4888087   -5.161336 -3720.8510
## 7   39.17018 7.163471  11.160443  1190.8372  32.3761427   60.770019  1664.1217
## 8   39.68727 7.278513  30.140105  5922.3808   3.9088078   10.760871  8919.1509
## 9   39.02552 7.724246  20.639936  4327.5557   4.1458859   20.649824  5627.3801
## 10  37.20899 7.038491         NA         NA -10.6908290  -71.182700 -5627.6207
## 11  43.01987 7.345986 -34.807720 -4595.5819 -31.6276999 -155.673361 -7355.8743
## 12  42.68886 8.180606 -14.220791 -2495.3479  -1.5658187  -26.736616 -3384.0428
## 13  46.20573 8.761144 -33.020743 -3669.8362   6.1549285  -49.727602 -4691.6710
## 14  42.81260 8.063705 -19.448456 -3585.2037  -2.5014372  -34.284646 -4853.3678
## 15  40.84772 6.815600 -31.166904 -4722.7950  -4.2889766  -21.003086 -8023.2817
## 16        NA       NA         NA         NA  -5.9471799  -37.628896         NA
## 17  42.59759 8.082435   7.942334  1467.0650   1.6848854    4.358018  2023.8269
## 18  44.06155 8.792430 -17.436018 -2885.2142  -5.1299145  108.927675 -3859.3651
## 19  42.77030 8.350016 -32.181789 -4622.3431  -9.2225248  -48.818261 -5567.3707
## 20  39.93143 7.372454 -16.497980 -3658.6480  -1.5119331  -23.460125 -5475.3532
## 21  39.48394 7.050079  10.168985  1613.3788   0.9058248    6.340625  2556.6407
## 22  38.52373 7.243753 -15.284781 -3979.9191  -2.0101190  -11.908486 -6187.3632
## 23  43.77920 8.837614   6.773251   343.0038   3.6018711   27.185857   343.2925
## 24  37.60878 7.551723  16.496518  3253.2133   5.6111725   56.877641  4003.8245
## 25  38.15876 7.074984  -1.149317  -815.0022  -8.6836342   14.583209  -837.4091
## 26  42.57637 8.496981         NA         NA  51.3032435  219.351608  9598.2731
## 27        NA       NA         NA         NA  -5.9192294  -13.446060         NA
## 28        NA       NA         NA         NA  -1.5999880  -49.567393         NA
## 29  45.75724 8.415621 -18.788098 -3233.2286  -2.6541790   49.439837 -4476.5123
## 30  45.29172 8.444352 -54.564412 -7137.7812  -8.3060765  -71.887248 -9617.6567
## 31  38.91913 7.685799  42.282331  7716.2569   4.3315632   22.174539 10382.2872
## 32  43.33128 8.889867  99.323169  8727.8340  15.0891989  642.048733  8958.4183
## 33  41.06751 7.849900  59.011437  7571.0044   3.6399680  144.296965 10169.6682
## 34  45.62033 8.323611  32.605858  2701.6437   1.2231501  447.856464  3215.2821
## 35  42.36211 8.351386   1.722497   535.1733   0.6129208   -3.971657   689.6062
## 36  44.64218 9.068831  -5.934967 -1126.4565   2.6733595  122.561959 -1630.3906
## 37  39.87465 7.206519  -3.327160  -566.2376  -0.5275630   -2.414226  -872.4392
## 38  41.10496 7.178174  -5.027040 -1171.6520  -0.8971101   -3.744216 -2075.0431
## 39  42.89987 8.461853  16.227701  1752.3992  66.8292110  134.634349  1890.2985
## 40  40.92197 7.861686  36.680871  6588.0666   4.1996196   23.713563  9504.4834
## 41  45.49677 8.297834         NA         NA   1.8795799  846.567614  6257.0133
## 42  40.64639 7.813898  43.870843  6684.4612   2.7857882   48.171735  8879.3636
## 43  42.33418 8.512906  17.262215  2627.8827   2.5933520   14.628112  3260.2272
## 44  43.09712 7.094344 -23.576567 -4205.6319 -44.9660626  -43.633784 -8171.0675
## 45  42.23842 7.545074         NA         NA -22.5928132 -131.960213 -7587.5981
## 46  39.84965 7.400615  42.835331  7816.2670   4.1457976   81.766808 11155.0741
## 47  42.44037 8.237348         NA         NA  22.2835949   35.941428 14529.8940
## 48        NA       NA         NA         NA   0.9905509    1.162028         NA
## 49  45.18093 8.764580 -39.305533 -4823.7465   1.5717447   -7.998501 -6096.9352
## 50  40.21792 7.084506 -10.091257 -1871.3535  -5.5929307  -21.810297 -3208.9149
## 51  41.76211 8.473712  -9.279486 -1500.3830  -2.2163470   10.276220 -1893.8139
## 52  38.41021 7.287337  16.318307  3657.2599   4.0569737    7.905455  4868.1102
## 53  42.39778 8.334647  28.768817  3472.7808   2.2668094  274.399867  4221.5015
## 54  40.11526 7.688266  35.785793  4908.2969   3.0015053   45.188111  6787.8277
## 55  44.62358 8.937224 -40.577344 -5884.8501  -7.3761768  -61.355040 -7610.6373
## 56  42.49923 7.532774 -16.968279 -3077.8925  -3.2626041  -31.250327 -4837.4645
## 57  37.77120 7.115526 -13.922160 -3354.1415  -3.2152458   -6.348176 -5315.1500
## 58  43.80217 7.177182 -22.799946 -4321.9475  -6.5309125  -62.643841 -7864.0550
## 59  40.02853 7.372141  17.610881  2897.1718   2.6588976    4.101619  4338.0003
## 60  45.63926 9.053602         NA         NA   9.7903646  488.219227  4988.0378
## 61  42.99487 6.937168 -17.519777 -3352.1092  -3.1144198  -32.540697 -6498.1933
## 62  42.48438 7.548112  12.808992  2579.9124   2.4536235   10.200370  3067.7774
## 63  42.23749 7.873792 -28.471171 -5800.1959 -30.5899005  -21.820700 -6697.1092
## 64  41.45326 8.070645  31.534701  3323.5950   1.4960622  122.542673  4371.2015
## 65        NA       NA         NA         NA   0.6620284   61.446172         NA
## 66  40.25518 7.667405  31.739172  5377.0854   2.0529568   23.247924  7236.1099
## 67        NA       NA         NA         NA  37.7457720   87.909405         NA
## 68  43.06996 8.642183 -26.492157 -3277.0682  -3.5618019    7.150624 -4238.7095
## 69        NA       NA         NA         NA  -1.8526777    2.115135         NA
## 70  40.29246 6.873827  24.157500  2222.2731   1.5422046  151.600314  3479.5683
## 71        NA       NA         NA         NA  -4.9715778  -43.661769         NA
## 72  39.66935 6.968614  -3.732316  -600.7129  -0.3830521   -5.012284 -1039.1365
## 73  42.80025 8.243473   7.858191   156.6856  18.4907939   53.187849    90.9426
## 74  40.68700 7.640995  46.381466  4914.9433   6.1619742  404.075452  6847.3815
## 75  42.61664 8.065378 -40.768210 -6189.2647 -11.8460834  -13.917710 -8734.7907
## 76  44.24613 8.098258 -18.110936 -2812.9806  -1.4765618  -16.144480 -3791.8971
## 77  41.82070 7.775240  23.949293  4014.6142  11.4159067   44.309148  4772.4339
## 78  40.78964 8.097868  93.864929 14312.4573  11.1722174  108.347311 18175.1179
## 79  43.40692 7.935987  -2.351094  -561.4391  -0.1120998   30.122316  -831.7208
## 80  45.84296 8.610601  -1.456152 -1092.5594   1.1215722   83.884744 -1603.3524
## 81  43.01237 8.377364 -12.060370 -2452.1705  -2.2982708  -22.498194 -3265.9712
## 82  40.44053 8.094001  29.088417  5546.7069   3.8187215   60.106797  7336.9841
## 83  41.85259 8.046123  48.043113  8486.5525   7.2844649   80.502987 10032.1969
## 84  43.96000 8.056566 -19.782266 -3404.0299  -4.2377916  -25.704413 -4376.4992
## 85  43.85664 7.818871 -36.860752 -6276.2788  -5.4273462  -61.845069 -9187.2788
## 86  42.81762 7.638205 -13.312812 -2111.8831  -2.5116317  -12.637766 -3240.1925
## 87  40.71103 7.311667         NA         NA   3.9835576    2.156075  3713.3598
## 88  41.13817 7.122076 -16.078811 -3692.1865  -5.7060760  -77.628447 -6219.0757
## 89  38.95505 6.717312  12.014319  2157.6878   1.1212571    4.175012  3618.1602
## 90  43.77941 8.611828 -67.587978 -7958.5588 -12.8474404 -188.926294 -9362.5210
## 91  42.10568 8.223186  61.006643  8724.8916  13.0669557  173.633556 11081.3609
## 92  43.24921 8.914699 -22.203707 -3083.1211 -11.3647092  -39.392885 -3800.9853
## 93  41.31524 7.980443  40.327023  7541.5281   6.0486761   11.418495 10088.0839
## 94  39.13543 7.030489  17.607095  3307.8067   2.6680361    8.512272  5146.9329
## 95  42.88532 6.975358 -14.157800 -2943.2669  -3.6352602   -6.007321 -5828.4766
## 96  41.01689 8.147968  38.922582  5520.0693   2.0729228  160.277817  6811.2478
## 97  42.38774 7.707809 -12.019035 -2652.8743  -3.6963547   -1.835258 -4138.7287
## 98  41.58397 8.106571  52.645706  6138.7943   2.6572699   84.425278  7954.1711
## 99  43.62504 8.100779 -16.699409 -2764.4715  -9.7790314  -11.400715 -3990.1952
## 100 43.58217 6.937257 -11.385999 -2649.4924  -3.5844913  -43.146908 -5385.6333
##        d_pm25_2 region  arealand    areawater     npl_cnt   tsdf_cnt
## 1     275.69598      4   9705172    247718.31 0.000000000 0.10619469
## 2   -1194.02764      4  28056590    393582.83 0.000000000 0.04166667
## 3    -321.03837      4  55191000    337730.82 0.000000000 0.00000000
## 4    1560.80197      4  72446218    768590.16 0.000000000 0.05263158
## 5   -1074.63713      4  50040991    367869.32 0.045454545 0.09090909
## 6    -603.55075      4  40037633     27830.31 0.000000000 0.00000000
## 7     307.71381      4  61565730   9684688.54 0.028571429 0.02857143
## 8    1639.44463      4  90542929   5454406.80 0.000000000 0.05000000
## 9    1112.53197      4  73093152   1064866.65 0.000000000 0.06451613
## 10  -1058.05120      4  24437611   5765756.80 0.022222222 0.11111111
## 11  -1256.31243      4  11041032     58070.15 0.019480519 0.16883117
## 12   -652.44374      4  22605981    357239.59 0.000000000 0.12068966
## 13   -889.47173      4   9953214     74539.27 0.010638298 0.12765957
## 14   -927.94003      4  19712782    113522.63 0.000000000 0.22580645
## 15  -1355.29350      4 103741447  30185484.17 0.000000000 0.00000000
## 16           NA      4  18259670  29597977.11 0.000000000 0.04166667
## 17    383.94511      4  61205150    480215.61 0.000000000 0.00000000
## 18   -763.77852      4  10942641    399422.35 0.000000000 0.24210526
## 19  -1158.05598      4  50446868   2018138.14 0.000000000 0.05714286
## 20  -1022.56329      4  56182579   1372616.38 0.000000000 0.09523810
## 21    456.73971      4  31941424  11283297.29 0.000000000 0.00000000
## 22  -1162.38009      4  79543501   2145393.57 0.000000000 0.00000000
## 23     71.52735      4  15614148    132462.92 0.012987013 0.10389610
## 24    802.22877      4  51695964    930300.91 0.021276596 0.06382979
## 25   -155.75899      4  28594956   2698672.06 0.015625000 0.04687500
## 26   1916.24931      4   8667309     78378.02 0.010256410 0.07692308
## 27           NA      4  45227721  45668265.87 0.000000000 0.00000000
## 28           NA      4  31017168  93766326.81 0.000000000 0.06250000
## 29   -820.86207      4  13265850    346779.90 0.000000000 0.11111111
## 30  -1788.75372      4  27318712    295964.04 0.000000000 0.08000000
## 31   2060.47422      4  62063541    417449.38 0.000000000 0.02941176
## 32   1849.54677      4   4849070    193160.93 0.000000000 0.25490196
## 33   1952.81060      4  27852463     79027.81 0.000000000 0.04255319
## 34    584.02608      4   4346296     48495.04 0.000000000 0.19341564
## 35    129.34560      4  42458569    239289.40 0.000000000 0.13333333
## 36   -329.21562      4   5325499    119233.55 0.023121387 0.13872832
## 37   -156.60694      4  88218172   1329200.80 0.000000000 0.00000000
## 38   -365.84585      4  94523270   3132579.12 0.000000000 0.12500000
## 39    371.67512      4  43057817    453239.12 0.062500000 0.21875000
## 40   1826.07701      4  53142391     93645.31 0.000000000 0.00000000
## 41   1147.20753      4   5728933    104180.57 0.000000000 0.25684932
## 42   1704.97188      4  36754266    331863.08 0.000000000 0.03921569
## 43    653.52078      4  25264115    268315.61 0.000000000 0.03278689
## 44  -1344.17127      4  29869038     50801.62 0.041666667 0.04166667
## 45  -1347.88146      4  13415068     76909.72 0.013888889 0.15277778
## 46   2069.00279      4  48141543    986179.95 0.000000000 0.10526316
## 47   2821.84540      4  40416017    158293.84 0.000000000 0.00000000
## 48           NA      4 264322562 365493493.83 0.000000000 0.00000000
## 49  -1185.70080      4  13278118    537423.62 0.017857143 0.12500000
## 50   -580.48084      4  48930129    375165.04 0.000000000 0.03846154
## 51   -394.15708      4  24396212    137658.19 0.000000000 0.09523810
## 52    921.52809      4 174405280    861689.29 0.000000000 0.00000000
## 53    834.74241      4  17854254    289872.68 0.000000000 0.21621622
## 54   1298.48307      4  21992128    125538.32 0.000000000 0.08510638
## 55  -1511.69317      4  15324508    467293.00 0.000000000 0.16000000
## 56   -851.39914      4  36757340    450867.16 0.000000000 0.12903226
## 57  -1000.27333      4  47691305    378294.18 0.000000000 0.00000000
## 58  -1288.82711      4  72781108    302547.69 0.000000000 0.06250000
## 59    800.79181      4  56292151     35552.86 0.000000000 0.00000000
## 60    975.92941      4   2443328    105115.93 0.001801802 0.17837838
## 61  -1048.69635      4  40931456    116285.21 0.000000000 0.07142857
## 62    542.01835      4  57865566   1178178.23 0.000000000 0.04545455
## 63  -1252.35255      4  31701357    363524.12 0.052631579 0.05263158
## 64    851.37853      4  21534459     95043.48 0.000000000 0.13846154
## 65           NA      4   4148354   2949491.43 0.008333333 0.24166667
## 66   1383.15040      4  63177177   1637540.14 0.000000000 0.04545455
## 67           NA      4  20556435   3864819.19 0.020833333 0.08333333
## 68   -844.17852      4  13728066    118333.24 0.000000000 0.09333333
## 69           NA      4  67041199  44851672.15 0.000000000 0.07692308
## 70    593.61949      4  22600633   6220967.92 0.000000000 0.11538462
## 71           NA      4  70520162   5088548.94 0.000000000 0.03125000
## 72   -180.70475      4  53341640  17652458.08 0.000000000 0.08333333
## 73     14.49219      4  39082367   1200720.04 0.038461538 0.03846154
## 74   1286.11669      4  17600209     85915.04 0.000000000 0.17708333
## 75  -1654.64357      4  51300526    163669.58 0.000000000 0.00000000
## 76   -693.41967      4  23560418    230245.31 0.000000000 0.13953488
## 77    889.46887      4  29924065    378975.37 0.024390244 0.02439024
## 78   3600.08375      4  27879951     57686.30 0.000000000 0.05681818
## 79   -143.43051      4  21231595    267556.83 0.000000000 0.15942029
## 80   -300.74232      4  14092801    342931.88 0.010638298 0.12765957
## 81   -626.86692      4  28163005     90245.92 0.000000000 0.09615385
## 82   1466.96740      4  54430165    109418.36 0.000000000 0.02222222
## 83   1930.90257      4  30613706    142295.74 0.000000000 0.11111111
## 84   -808.38870      4  22247184    548755.46 0.000000000 0.06521739
## 85  -1639.36547      4  37514194    567236.87 0.000000000 0.06451613
## 86   -578.82070      4  23430269    175213.41 0.000000000 0.05084746
## 87    621.69114      4 113900872   2701347.25 0.000000000 0.08333333
## 88  -1083.50442      4  39205660    204405.56 0.000000000 0.20000000
## 89    623.90660      4 202420784 106914890.40 0.000000000 0.00000000
## 90  -1870.17017      4  15909268    174911.46 0.000000000 0.19417476
## 91   2164.50686      4  19809334   1278306.94 0.000000000 0.06060606
## 92   -779.20077      4   4752042    127631.20 0.006593407 0.16263736
## 93   1950.18155      4  74094196   2621338.93 0.000000000 0.00000000
## 94    926.95529      4  59830414  13018813.33 0.000000000 0.00000000
## 95   -952.20496      4  26101949     75234.16 0.000000000 0.06451613
## 96   1354.87258      4  19128510    131402.55 0.000000000 0.05333333
## 97   -751.11986      4  36872637    129479.87 0.000000000 0.07547170
## 98   1549.22281      4  17309323    260594.36 0.000000000 0.12727273
## 99   -737.88510      4  30982004    258306.93 0.035714286 0.03571429
## 100  -856.48143      4  62277694    117273.92 0.000000000 0.15384615
##     shape_length shape_area
## 1      16632.472   15255287
## 2      32339.270   43472594
## 3      47686.766   86083790
## 4      48568.005  109294568
## 5      50378.349   78033330
## 6      45198.050   61461012
## 7      44564.024  107704421
## 8      61154.495  147220913
## 9      50571.628  109751216
## 10     26881.791   44096242
## 11     19188.706   16829296
## 12     27128.920   34938538
## 13     15343.280   15120860
## 14     23384.365   30319498
## 15     73406.074  206828689
## 16     30488.246   71248256
## 17     48318.567   95389232
## 18     19163.296   17219368
## 19     41599.773   79732056
## 20     50631.563   86252274
## 21     37789.929   66391123
## 22     60531.914  122190903
## 23     22651.292   23713701
## 24     40543.603   77242900
## 25     28380.221   46878668
## 26     14382.874   13079212
## 27     64336.665  140467177
## 28     54538.082  189463000
## 29     20407.911   20734270
## 30     32458.768   42204499
## 31     48818.850   93187525
## 32     11840.642    7726971
## 33     28704.803   42671458
## 34     11063.320    6750868
## 35     40874.076   65509433
## 36     13072.568    8191518
## 37     64364.255  138657055
## 38     63864.260  147122814
## 39     36843.194   67132497
## 40     47917.445   80468939
## 41     11907.427    8948744
## 42     32279.681   57151700
## 43     29421.345   38483227
## 44     29469.504   45304974
## 45     21643.093   20319338
## 46     42400.040   75903271
## 47     31517.511   60633209
## 48    151760.736  950206957
## 49     19971.202   21050578
## 50     43113.570   74167011
## 51     29534.581   37114395
## 52     99962.269  261941044
## 53     22462.512   27419126
## 54     26119.300   33230534
## 55     22803.171   23870414
## 56     37512.136   56516678
## 57     42171.371   72066349
## 58     55825.639  111497894
## 59     48085.940   85902875
## 60      8468.602    3829650
## 61     44699.656   62867433
## 62     47457.842   88913635
## 63     31083.286   48260569
## 64     25404.856   33088916
## 65     12658.684   10397404
## 66     51636.378  100291031
## 67     23390.838   36225054
## 68     18513.247   21232346
## 69     57417.720  167753223
## 70     24384.921   44424126
## 71     51381.074  111633040
## 72     47811.228  109183126
## 73     31776.675   62288065
## 74     21208.881   26805215
## 75     47430.436   77398465
## 76     27449.779   36162186
## 77     26139.204   45271555
## 78     30367.812   41372113
## 79     27001.804   33248253
## 80     19003.383   21903895
## 81     28997.415   42619730
## 82     43645.134   81452028
## 83     28346.420   45765284
## 84     26219.210   34310976
## 85     39602.696   58901445
## 86     29707.953   36523192
## 87     64159.966  176258315
## 88     38617.028   59158429
## 89     99363.756  472064660
## 90     20752.713   24018825
## 91     23628.939   32586051
## 92     11247.369    7431963
## 93     55853.226  118641479
## 94     45613.673  111088118
## 95     35324.135   40313310
## 96     24325.845   29025849
## 97     36349.714   56948215
## 98     21296.158   26702991
## 99     32201.204   48024718
## 100    54798.255   95288563
#Scale variables <- our data was really difficult to scale so this ended up being convoluted
ej.scaled <- full.join %>%
    mutate_if(is.numeric, scale)
ej.scaled
##           county  per_tested num_high_lead per_highlead_h        fips
## 1       ALAMANCE -0.88410296    1.43983603    -1.44746761 -1.70622042
## 2      ALEXANDER  0.68669397   -0.56838836    -0.61558967 -1.67175132
## 3      ALLEGHANY -1.70237856   -0.69009893     0.38840094 -1.63728222
## 4          ANSON -1.67315443   -0.44667779     2.10952771 -1.60281312
## 5           ASHE  0.01453900   -0.75095421    -1.47615306 -1.56834402
## 6          AVERY  0.18257774   -0.56838836     0.96210986 -1.53387492
## 7       BEAUFORT  1.02277145   -0.44667779    -0.47216244 -1.49940582
## 8         BERTIE  1.00815938   -0.56838836     0.10154648 -1.46493672
## 9         BLADEN  0.40906474   -0.38582250     0.38840094 -1.43046762
## 10     BRUNSWICK -0.18272387   -0.56838836    -1.04587136 -1.39599852
## 11      BUNCOMBE -0.12427561    0.40529619    -0.61558967 -1.36152943
## 12         BURKE  1.00085335    0.22273034     0.24497371 -1.32706033
## 13      CABARRUS -0.89871502    0.52700676    -0.32873521 -1.29259123
## 14      CALDWELL  0.46020697   -0.14240137    -0.18530798 -1.25812213
## 15        CAMDEN -0.40190483   -0.69009893    -0.18530798 -1.22365303
## 16      CARTERET  0.18257774   -0.32496722    -0.04188075 -1.18918393
## 17       CASWELL  0.09490536   -0.50753307     0.67525540 -1.15471483
## 18       CATAWBA  0.21910791   -0.02069080    -0.61558967 -1.12024573
## 19       CHATHAM -0.92793915   -0.56838836    -0.75901690 -1.08577663
## 20      CHEROKEE -0.08774545   -0.69009893    -1.04587136 -1.05130753
## 21        CHOWAN  0.12412949   -0.69009893    -0.61558967 -1.01683843
## 22          CLAY -0.46765912   -0.75095421    -1.47615306 -0.98236933
## 23     CLEVELAND  0.86203874    0.10101977    -0.18530798 -0.94790023
## 24      COLUMBUS  0.42367681   -0.14240137     0.38840094 -0.91343113
## 25        CRAVEN  1.05199558    0.22273034    -0.32873521 -0.87896203
## 26    CUMBERLAND -2.36722749    2.10924416     0.53182817 -0.84449293
## 27     CURRITUCK -2.22841288   -0.69009893    -0.61558967 -0.81002384
## 28          DARE -1.15442615   -0.69009893    -1.04587136 -0.77555474
## 29      DAVIDSON  0.93509906    1.19641489     0.24497371 -0.74108564
## 30         DAVIE  0.37253458   -0.32496722     0.53182817 -0.70661654
## 31        DUPLIN  0.83281461   -0.44667779    -0.75901690 -0.67214744
## 32        DURHAM -0.54802548    0.64871733    -0.75901690 -0.63767834
## 33     EDGECOMBE  0.54057332   -0.26411193    -0.18530798 -0.60320924
## 34       FORSYTH  0.08759933    3.02207343     0.10154648 -0.56874014
## 35      FRANKLIN -0.12427561   -0.50753307    -0.75901690 -0.53427104
## 36        GASTON -1.58548205    0.16187506    -0.47216244 -0.49980194
## 37         GATES -0.70145215   -0.69009893    -0.04188075 -0.46533284
## 38        GRAHAM -0.56263754   -0.75095421    -1.47615306 -0.43086374
## 39     GRANVILLE -0.27770228   -0.69009893    -1.33272583 -0.39639464
## 40        GREENE  0.92779303   -0.56838836    -0.04188075 -0.36192554
## 41      GUILFORD  0.65016381    3.75233684    -0.32873521 -0.32745644
## 42       HALIFAX  1.05199558    0.28358563     1.39239155 -0.29298734
## 43       HARNETT -0.95716328    0.83128319     0.53182817 -0.25851825
## 44       HAYWOOD  0.37984061   -0.50753307    -0.75901690 -0.22404915
## 45     HENDERSON -0.32884451    0.04016449     0.10154648 -0.18958005
## 46      HERTFORD  0.86934477   -0.38582250     1.10553709 -0.15511095
## 47          HOKE -1.00830550   -0.26411193    -0.04188075 -0.12064185
## 48          HYDE  0.21910791   -0.69009893     1.67924601 -0.08617275
## 49       IREDELL -0.56994357    0.10101977    -0.47216244 -0.05170365
## 50       JACKSON  0.32869839   -0.56838836    -0.61558967 -0.01723455
## 51      JOHNSTON -0.63569786   -0.08154608    -0.90244413  0.01723455
## 52         JONES  0.61363364   -0.75095421    -1.47615306  0.05170365
## 53           LEE  0.40175871   -0.02069080     0.10154648  0.08617275
## 54        LENOIR  1.30040067    0.28358563     0.96210986  0.12064185
## 55       LINCOLN -1.71699063   -0.38582250    -0.18530798  0.15511095
## 56         MACON -0.06582735   -0.44667779     0.24497371  0.18958005
## 57       MADISON  0.22641394   -0.56838836     0.24497371  0.22404915
## 58        MARTIN  1.30040067   -0.44667779     0.38840094  0.25851825
## 59      MCDOWELL  0.21180187   -0.32496722     0.24497371  0.29298734
## 60   MECKLENBURG -2.11151637    3.63062627    -0.47216244  0.32745644
## 61      MITCHELL -2.33069733   -0.75095421    -1.47615306  0.36192554
## 62    MONTGOMERY  1.90680134   -0.14240137     1.53581878  0.39639464
## 63         MOORE  1.05930161    0.04016449    -0.47216244  0.43086374
## 64          NASH  1.05199558    0.77042790     0.67525540  0.46533284
## 65   NEW HANOVER  0.46751300    1.31812546     0.10154648  0.49980194
## 66   NORTHAMPTON  0.51865523   -0.56838836     0.24497371  0.53427104
## 67        ONSLOW -0.13888767    1.80496774    -0.18530798  0.56874014
## 68        ORANGE -0.85487883   -0.38582250    -0.75901690  0.60320924
## 69       PAMLICO  2.71777092   -0.69009893    -0.61558967  0.63767834
## 70    PASQUOTANK  1.18350416   -0.14240137     0.38840094  0.67214744
## 71        PENDER  0.46020697   -0.50753307    -0.75901690  0.70661654
## 72    PERQUIMANS  0.73053016   -0.56838836     0.96210986  0.74108564
## 73        PERSON -1.60009411   -0.32496722     1.53581878  0.77555474
## 74          PITT  0.02184504   -0.02069080    -0.75901690  0.81002384
## 75          POLK -1.43205537   -0.69009893    -0.32873521  0.84449293
## 76      RANDOLPH  0.66477587    0.70957262     0.10154648  0.87896203
## 77      RICHMOND  1.23464638    0.34444091     1.39239155  0.91343113
## 78       ROBESON  0.73053016    0.46615148    -0.32873521  0.94790023
## 79    ROCKINGHAM -0.18272387    0.28358563     0.81868263  0.98236933
## 80         ROWAN  0.13143552    0.70957262     0.24497371  1.01683843
## 81    RUTHERFORD -2.19188272   -0.62924364    -0.75901690  1.05130753
## 82       SAMPSON  1.38807306    0.10101977    -0.04188075  1.08577663
## 83      SCOTLAND  0.91318096   -0.14240137     0.67525540  1.12024573
## 84        STANLY  1.15428003    0.22273034     0.67525540  1.15471483
## 85        STOKES -0.17541783   -0.32496722     0.67525540  1.18918393
## 86         SURRY -0.62839183    0.46615148     2.10952771  1.22365303
## 87         SWAIN  0.39445268   -0.56838836     0.67525540  1.25812213
## 88  TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123
## 89       TYRRELL -0.68684009   -0.62924364     6.12549016  1.32706033
## 90         UNION -2.05306811   -0.14240137    -0.61558967  1.36152943
## 91         VANCE -0.67953406   -0.50753307    -0.47216244  1.39599852
## 92          WAKE -0.84026676    5.21286367    -0.32873521  1.43046762
## 93        WARREN  0.45290094   -0.50753307     0.96210986  1.46493672
## 94    WASHINGTON -0.07313338   -0.69009893    -0.61558967  1.49940582
## 95       WATAUGA  1.10313780   -0.38582250    -0.04188075  1.53387492
## 96         WAYNE  0.13874155   -0.02069080    -0.61558967  1.56834402
## 97        WILKES  0.56979745   -0.32496722    -0.47216244  1.60281312
## 98        WILSON  1.13236193    0.52700676     0.53182817  1.63728222
## 99        YADKIN -0.43843499   -0.50753307    -0.18530798  1.67175132
## 100       YANCEY -1.00830550   -0.62924364     0.24497371  1.70622042
##       bf_acreage     objectid           id   acstotpop   acsipovbas  acseducbas
## 1    0.004331364 -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## 2   -0.313485055 -1.550973320 -1.679863730  0.24405742  0.211718117  0.45702447
## 3   -0.313485055 -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## 4   -0.295068874 -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## 5   -0.313485055 -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## 6   -0.308258594 -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## 7   -0.138494723 -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## 8             NA -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## 9             NA -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## 10  -0.067823086 -1.437921784 -1.404394211 -0.15683255 -0.059981613  0.39776518
## 11   0.379309338 -1.372555492 -1.370440686  0.55350341  0.569888246  0.91133259
## 12  -0.122147159 -1.315761829 -1.335665393  0.24444822  0.242772331  0.43113102
## 13  -0.155290793 -1.275041845 -1.300852369  1.98847498  2.086895550  1.90171683
## 14  -0.210411191 -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## 15            NA -1.215033446 -1.216295482  0.81303764  0.956033415  0.91761991
## 16  -0.296237734 -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## 17            NA -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## 18  -0.156766284 -1.139755053 -1.129112939  0.54575400  0.599701222  0.57678978
## 19   0.159392495 -1.104928750 -1.094496593  1.55258833  1.634761649  2.10943696
## 20  -0.313485055 -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## 21  -0.230209501 -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## 22            NA -1.074924551 -0.975119280  0.23846911  0.363186632  0.80083319
## 23  -0.141707486 -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## 24            NA -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## 25  -0.228818219 -0.989466162 -0.871576525  0.43133100  0.323919951  0.17189396
## 26  -0.077232547 -0.920081451 -0.853458045  0.70172574  0.605640258  0.15449471
## 27  -0.308725405 -0.863823577 -0.816308810  0.75035111  0.856364175  0.95925295
## 28            NA -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## 29  -0.278748769 -0.813727280 -0.749258894  0.17983541  0.248139727  0.23352823
## 30  -0.297100878 -0.778097293 -0.714473258  0.63308927  0.736209011  0.85295311
## 31  -0.185139285 -0.762291510 -0.679845863  0.80119539  0.884907376  0.74895777
## 32   0.237847074 -0.712195213 -0.646814433  1.57878903  1.468819393  1.67929722
## 33  -0.269842733 -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## 34   0.763499064 -0.580926841 -0.577995121  0.19282213  0.202303876  0.02124225
## 35  -0.287169687 -0.507791605 -0.542548503  2.04795261  2.044113938  2.27651603
## 36   0.084687056 -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## 37            NA -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## 38  -0.279188121 -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## 39  -0.283297895 -0.388846386 -0.389057471  1.10154925  0.990568906  1.31590536
## 40            NA -0.376791128 -0.354953000  0.44695998  0.045981888  0.62834818
## 41   0.279542515 -0.295083263 -0.336571510  0.96489613  0.935972082  0.84201485
## 42   0.014171023 -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## 43  -0.262035078 -0.173191204 -0.266740218  1.97093175  1.953445006  1.69828195
## 44  -0.276478782 -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## 45  -0.044397375 -0.111843332 -0.183002938  0.33618615  0.416528055  0.72427617
## 46            NA -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## 47            NA -0.075677556 -0.113425667  1.94898003  1.905385397  1.65537018
## 48            NA -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## 49  -0.196049865 -0.035761255 -0.060187717  0.22585625  0.316367651  0.17116760
## 50            NA  0.001208205 -0.010431040  0.47395741  0.179298882  0.09367096
## 51  -0.244808809  0.030676615  0.008371874  2.37685845  2.468148322  2.33210651
## 52            NA  0.055055027  0.057974393 -0.22865072 -0.114245508  0.09874559
## 53  -0.257806313  0.066842391  0.077099762  0.47328248  0.535089609  0.33317512
## 54  -0.262007618  0.089345540  0.111215472 -0.71826157 -0.672304439 -0.81807442
## 55  -0.225728108  0.115331320  0.146700454  0.48445491  0.574076436  0.66928918
## 56  -0.299489855  0.137030786  0.196655951 -0.02354282  0.007790672  0.15908142
## 57  -0.311608654  0.152836569  0.231107520 -0.68511620 -0.587452585 -0.45020897
## 58  -0.284588492  0.164623933  0.249024004 -0.36666102 -0.434320451 -0.30903946
## 59  -0.178475776  0.174536035  0.300013523 -1.06860292 -0.973482525 -1.09646682
## 60   8.221215738  0.328843346  0.317915592  1.27660075  1.343287862  1.20165323
## 61            NA  0.481275394  0.368574588 -1.13740352 -1.106290345 -1.06547561
## 62  -0.310235679  0.490919601  0.403201051 -0.64502473 -0.664924880 -0.74059618
## 63  -0.259087757  0.512083277  0.437487977  0.62742044  0.707469983  0.93235393
## 64   0.036422383  0.544766423  0.455751552 -0.04965775 -0.007162906 -0.11206474
## 65   1.145676923  0.594326931  0.490496753  1.18572030  1.162888988  1.21618944
## 66  -0.306986303  0.632367969  0.540325920 -1.59582515 -1.600315460 -1.60283954
## 67            NA  0.663979536  0.559125508  1.62830380  1.148581868  0.27139055
## 68  -0.187931002  0.709789519  0.593574368  1.29466131  1.003413274  0.80312107
## 69            NA  0.733364247  0.644254961 -1.41271303 -1.461910663 -1.21145682
## 70            NA  0.743812138  0.678832956  0.16157464  0.020387756  0.06330203
## 71   0.059277852  0.759350027  0.712632828  1.11489329  1.144083936  1.34880504
## 72            NA  0.771137391  0.747046131 -0.99907115 -0.917077931 -0.83862452
## 73  -0.289970557  0.781317387  0.781503476  0.14200151  0.211149358  0.26760210
## 74  -0.237989697  0.814000533  0.800119388  1.12439863  1.059485848  0.45627675
## 75  -0.266822187  0.842933153  0.850407796  0.70677276  0.772419211  1.43005726
## 76  -0.216214302  0.869186828  0.869542064  0.58238140  0.661677521  0.61626910
## 77  -0.304331883  0.903209447  0.920183546 -1.05584760 -1.045707060 -1.30387892
## 78   0.240409962  0.937767855  0.954472307  0.15561782  0.169539503 -0.21387511
## 79            NA  0.979827313  0.973074015 -0.41070404 -0.343635823 -0.33175281
## 80   0.358467567  1.023494139  1.007705238  0.06428816  0.066200648  0.00796831
## 81  -0.161359345  1.062606756  1.057826914 -0.53732134 -0.479209716 -0.50763386
## 82  -0.279700699  1.088592535  1.092450254 -0.14831836 -0.074407857 -0.35056616
## 83   0.769573108  1.107880949  1.110363062 -0.45970373 -0.619844736 -0.67600929
## 84  -0.296158101  1.127437258  1.160672620 -0.39370675 -0.389177718 -0.43450035
## 85  -0.307773476  1.148065145  1.180305204  0.05155648  0.132961576  0.31514744
## 86  -0.160892534  1.172175662  1.229578136 -0.70533078 -0.630655646 -0.76158487
## 87  -0.294721053  1.191196181  1.264483550 -0.80530834 -0.728041563 -0.94111199
## 88   0.870596662  1.201108283  1.298996943 -0.35874234 -0.352403870 -0.01665108
## 89            NA  1.209145122  1.333446237 -1.87000451 -2.167626217 -1.70972814
## 90  -0.076147896  1.238077743  1.351714989  2.15766659  2.233343170  1.82002536
## 91  -0.277842605  1.274511413  1.402361508 -0.33704267 -0.277038473 -0.53098084
## 92   0.918577586  1.405243996  1.421253533  2.44784241  2.463992051  2.43641174
## 93            NA  1.531154475  1.471090499 -0.37332695 -0.431942093 -0.27251085
## 94  -0.291517443  1.539191314  1.505543327 -1.90919578 -1.836381264 -2.19656356
## 95  -0.277897524  1.551514468  1.539486693  0.82632468  0.421083627 -0.08898791
## 96  -0.227024197  1.579911299  1.558096930  0.55622758  0.563922201  0.36681955
## 97  -0.287535814  1.614201813  1.609084933 -0.50153277 -0.433054427 -0.44163135
## 98  -0.269202011  1.643134433  1.627004518  0.04579453  0.096185685 -0.06459216
## 99            NA  1.665369688  1.662310074 -0.34511731 -0.252616327 -0.32014844
## 100 -0.240561738  1.676353368  1.712438555 -0.30469348 -0.210186943 -0.04271315
##         acstothh    acstothu     minorpop    minorpct    lowincome   lowincpct
## 1   -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893  0.17789063
## 2   -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101 -0.22295738
## 3   -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901  1.14403565
## 4   -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797  0.92267341
## 5   -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295 -0.22382165
## 6   -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330  0.73046100
## 7   -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322  0.86149136
## 8   -1.467214596 -1.56569119  0.629732895  1.57186151 -0.813108302  0.89310377
## 9   -1.029327891 -0.97742940  0.086926722  0.78239681  0.018435108  1.68647779
## 10   0.255482889  1.73099083 -0.761226421 -0.94859987 -1.014910502 -1.44850753
## 11   1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785 -0.66856823
## 12   0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813  0.06043337
## 13   1.664577534  0.78886383  0.863996433  0.11021583  0.368679492 -1.04866566
## 14  -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668  0.44375661
## 15   0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885 -2.18289532
## 16  -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692 -1.75524251
## 17  -0.559730560 -0.82380547  0.075415097  0.40298716 -0.736441505 -0.09490631
## 18   0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089 -0.55301076
## 19   2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385 -1.31178262
## 20  -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309  0.11879521
## 21  -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396 -0.60980421
## 22   1.275613821  2.27201457 -1.334597054 -1.46938481  1.024962050  0.35054271
## 23  -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390  0.75571322
## 24  -0.826242496 -1.10371025  0.062613672  0.43884865 -0.083382405  0.96303732
## 25   0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725 -0.34428023
## 26   0.555944136  0.21271888  1.733875010  1.36106494  1.048268047  0.37755172
## 27   0.881457071  2.22328999 -0.893501603 -1.20154049 -0.683937803 -1.87108086
## 28  -0.759135331  2.51148948 -1.184754297 -1.28111550 -1.969073889 -2.57415258
## 29   0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241  0.12314493
## 30   0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595 -1.47940801
## 31   0.577733518  0.30424192  1.319550156  0.87367883  3.058865136  1.50971699
## 32   1.983265372  1.07600642  2.462425895  1.30443852  0.692875562 -0.78839373
## 33  -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282  1.58175778
## 34   0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527 -0.25413396
## 35   2.136694101  1.50453631  1.142572890  0.54832511  1.737118944 -0.15958956
## 36  -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714  0.05429053
## 37  -1.053688272 -1.27686899 -0.151080775  0.31948314 -1.783382397 -1.33303760
## 38  -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352  1.44097711
## 39   0.717857657  0.24235838  1.073698639  0.73281041  0.272361810 -0.63815453
## 40  -0.117675957 -0.53940054  1.388720654  1.06644200  1.218114490  0.52601582
## 41   1.031568930  0.41169559  1.472948939  1.03571088  0.702910222  0.10234208
## 42  -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707  1.69819267
## 43   1.410681302  0.85183798  1.243964525  0.38787373  2.332012510  0.04891611
## 44  -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021 -0.73790776
## 45   0.831023021  0.51111383 -0.733839926 -0.81591399 -0.587973760 -1.01046033
## 46  -0.878904301 -1.09628423  1.348398997  2.00393311 -0.009999555  1.22452461
## 47   1.154998956  0.77206560  2.870644840  1.57115533  2.911189052  0.64837420
## 48  -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133 -1.29235534
## 49   0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609 -1.12980496
## 50   0.573160847  2.25203943 -0.572855466 -0.82500545  0.425410117  0.15585923
## 51   1.920930731  1.11157857  0.905767276  0.12301414  2.024817797  0.11770742
## 52   0.158138360 -0.06259432  0.187468855  0.18170375  1.344785681  1.59094551
## 53   0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873  0.29836039
## 54  -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387  1.49735920
## 55   0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099 -0.34259020
## 56   0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878  0.35010450
## 57  -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131 -0.27698514
## 58  -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040 -0.10479814
## 59  -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348  0.53863908
## 60   1.309161485  0.47216469  1.903671316  1.06696629 -0.006750140 -1.38251028
## 61  -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690 -0.71661499
## 62  -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480  0.68331823
## 63   0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931 -1.11429612
## 64  -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922 -0.19330615
## 65   1.758967261  1.34211003 -0.148811835 -0.46656097  0.631692916 -0.57984138
## 66  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582  0.84269264
## 67   0.803744707  0.69809618  0.746568343  0.10344830  1.385246829 -0.07241957
## 68   1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265 -1.34431681
## 69  -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353 -0.32009615
## 70  -0.032459741 -0.41214018  0.774315771  0.83736671 -0.139539640  0.02452508
## 71   0.912358791  1.22682154 -0.016511775 -0.42951689  0.132973028 -1.29821643
## 72  -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093 -1.06009386
## 73   0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680 -0.19955874
## 74   1.253352401  0.70258550  1.316751300  0.74856524  1.893935774  0.74443608
## 75   1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332 -1.17554551
## 76   0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909  0.08316632
## 77  -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925  1.36476780
## 78  -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910  2.06725865
## 79  -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820  0.07826933
## 80  -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995 -0.21983786
## 81  -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757  0.31977974
## 82  -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371  1.14091382
## 83  -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947  1.97572383
## 84  -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530 -0.19222530
## 85   0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844 -0.76413705
## 86  -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602  0.23632611
## 87  -1.003935445  0.19898581 -0.074653345 -0.14898186  0.049927221  0.22042007
## 88  -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831 -0.09833982
## 89  -2.081161655 -1.88718401 -0.305488066  0.37174577 -1.723568054  0.05549840
## 90   1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082 -1.87187192
## 91  -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717  1.80639633
## 92   2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754 -2.08090712
## 93  -0.453553613  0.55083219  1.268678148  1.43921375  0.235494100  0.45581098
## 94  -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131  0.49168724
## 95   0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699  0.13165348
## 96   0.589761747  0.02569249  1.057404073  0.93261749  1.438958685  0.83400627
## 97  -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107  0.39784540
## 98   0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759  1.21213664
## 99  -0.174084074 -0.66610710 -0.933097153 -0.93372437  0.020630400  0.32531929
## 100 -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357  0.65628652
##          lesshs   lesshspct       under5    under5pct      over64    over64pct
## 1   -0.35102045  0.07527144  0.116257896  0.448117199 -0.57693568 -0.387079416
## 2    1.25685725  0.84509107 -0.104741920 -0.038136266  0.44401856  0.083642503
## 3    0.53354946  1.71177900 -1.269052817 -0.979503099 -0.21923340  1.421675921
## 4    0.78071878  0.76480775 -0.526234620 -0.242456264 -0.64589754 -0.193745631
## 5   -0.19340220  0.08240277 -0.837698896 -0.724417483  0.39117349  1.152808829
## 6   -0.18260724  0.01184513 -1.265913684 -1.244566709 -0.60231378  1.073685441
## 7   -0.79960649 -0.58273040 -0.443740237 -0.251617541  0.66307527  0.900639849
## 8    0.04436018  0.52589995 -1.200508907 -0.900531196 -1.01024062  0.371635232
## 9    0.04494203  0.75687022 -0.690165562  0.699819483 -0.82167315  0.309612574
## 10  -1.13259703 -1.43880483 -0.656326719 -1.269506234  2.36548995  2.795829674
## 11  -1.05481259 -1.46712504  0.143610170  0.055155763  0.74114293 -0.134335044
## 12   1.40543911  0.93183944 -0.177118163 -0.365394293  0.46209394  0.235940277
## 13  -0.27404023 -0.74331642  1.900474441  1.299267405  0.09402601 -1.175483751
## 14   0.94369618  1.08651309 -0.403438149  0.026243700 -0.30531672  0.002335771
## 15   0.49929710 -0.64077720  0.092961960 -1.434667537  0.47053381 -1.003562656
## 16  -2.13980465 -1.72135220 -1.234091484 -1.316793936 -0.69591033  1.248723670
## 17   0.89745041  1.07524756 -0.661743264 -0.873946148 -0.21478328  0.232579300
## 18   0.37921822 -0.06903556  0.465848299  0.489787935  0.21701801 -0.462759289
## 19   0.46333733 -0.60747462  0.634306911 -0.081663978  3.22625443  0.623349831
## 20  -0.34243640 -0.20276077 -0.824755465 -1.314253810  1.69819934  2.238237703
## 21  -0.78792529 -0.43463445 -1.030584162 -1.280425926 -0.50382859  0.217087413
## 22  -0.38595460 -0.76807892 -0.710234235 -0.896173444  3.01832829  2.042282705
## 23  -0.35097347  0.26921687 -0.297451324  0.425316728 -0.68458786 -0.110456660
## 24   0.03860365  0.33341295 -0.622713410 -0.324780879 -0.62895922  0.252595481
## 25  -0.68727157 -0.51981057  0.822164287  1.204276589  0.35198007 -0.192899385
## 26  -1.33389364 -1.28075675  1.664926555  1.950416390 -1.25447374 -1.604980885
## 27  -0.50276659 -1.49590185  0.461286998 -0.817585854 -0.02876865 -0.838671310
## 28  -2.32977922 -2.41403048 -0.868813252 -1.581450736 -0.71398375 -0.795270143
## 29   0.57189105  0.52965188  0.132683288  0.136879180 -0.01550347 -0.316848901
## 30   0.15041860 -0.44046982  0.003263981 -0.789306024  1.05011626  0.181737719
## 31   3.62031289  2.10941149  0.984780109  0.961669763  0.53340253 -0.313817701
## 32   0.14389851 -0.53874396  1.789083889  1.115073593 -0.42370581 -1.329934026
## 33   0.12866146  1.04599020 -0.399367376  0.742069381 -0.97717251  0.068713502
## 34  -0.91259827 -0.76973507  0.469177767  0.881269094 -0.57960082 -0.803741864
## 35   2.02564052  0.34802008  1.365849958  0.419133161  1.29019480 -0.391199843
## 36  -0.51013437  0.23303288 -0.145240767  0.680618471 -1.19173269 -0.653603615
## 37  -0.92363335 -0.43183671 -1.025012859 -1.321495718 -0.76466866  0.225716219
## 38  -0.21717844  1.10055639 -1.121698182 -0.638509476 -0.31676499  0.857460353
## 39   1.22429018  0.46997724  0.372252545 -0.536723848  0.47818243 -0.338332927
## 40   3.48205530  2.24450704  0.097961848 -0.087259326 -0.36540242 -1.040506686
## 41  -0.55317177 -0.72791480  0.900101315  0.974557665 -0.14325639 -1.056752450
## 42   0.19089726  1.68050759 -0.837409242 -0.169461133 -1.14325676  0.414723461
## 43   0.83099661 -0.24943270  2.652412510  1.611051823 -0.25249980 -1.251020465
## 44  -0.98024994 -0.73719001 -0.633532093 -0.579926044  0.56979600  0.942622392
## 45  -0.82275893 -1.08676622 -0.076305060 -0.277762876  2.08411108  1.349818694
## 46   0.72375937  1.22291305 -0.673336570 -0.316393184 -0.48358560  0.009031768
## 47   0.91038371 -0.03393701  3.478085717  2.226386624 -1.23035794 -1.872549119
## 48  -0.83545174 -0.73908657 -1.055345509 -1.754178885 -1.96342967 -1.671143461
## 49  -0.88262031 -0.77649631  0.217445764  0.470213574 -0.55146861 -0.846275898
## 50  -0.77193632 -1.00159946 -0.134532916 -0.291496015  0.62993906  0.148004876
## 51   1.29665349  0.24690962  2.193420604  1.255240117  0.34582474 -1.087655444
## 52   0.91615559  0.62996915 -0.561666152 -0.534614542  0.40992753  0.244665587
## 53   0.65356074  0.58886093  0.836931690  1.356506129 -0.18700016 -0.806714237
## 54   0.31389399  1.31219773 -0.305326941  0.805682585 -0.57202304 -0.038263300
## 55   0.34233384 -0.10813642  0.102061755  0.319086630  0.11514794 -0.542223685
## 56   0.42120078  0.23616948 -0.504605226 -1.049134527  0.25367463  0.261857474
## 57  -1.15382169 -0.86568617 -0.618539872 -0.058611847  1.24967407  1.994479733
## 58  -0.32690442 -0.13346162 -0.630146753 -0.636058631  0.19926246  0.551970094
## 59  -0.50849267  0.21299746 -0.663806709  0.062793941 -0.46730942  0.933803966
## 60  -0.64918706 -1.23688827  1.611351185  1.368651782 -1.07644237 -1.834937301
## 61  -0.72093018  0.35761412 -1.018977281 -1.168451385 -0.16932858  1.323880667
## 62   0.62209545  1.08344804 -0.336914721 -0.179469680 -0.47659815  0.259318622
## 63  -0.87869870 -1.01866005  0.485803990  0.498347718  2.12199341  0.850902341
## 64  -0.18494282  0.08205787  0.070962456  0.223333288 -0.28532325 -0.186612820
## 65  -1.51926000 -1.88677673  0.492161303 -0.270424172  0.71352223 -0.677254452
## 66  -0.30162508  0.80501010 -1.204054281 -0.400439297 -0.74063806  1.486546863
## 67  -1.41138785 -1.42682007  3.366586145  3.192561254 -1.52065908 -2.045873699
## 68  -1.60006642 -1.89397039  0.284924303 -0.740266279 -0.38034719 -1.438749193
## 69  -1.47214759 -1.00043705 -1.414504087 -1.538271761  0.12159946  1.465275623
## 70  -0.32424509 -0.36618049  0.535451994  1.827166779 -0.37983676 -0.490568634
## 71   0.22247700 -0.82786872  0.829273501 -0.303631044  0.89630744 -0.298769763
## 72  -0.94968700 -0.86694784 -0.914515348 -0.956076208  0.49636917 -0.008720309
## 73  -0.15034850 -0.16784183  0.001714016 -0.021675569  0.15988183  0.223724608
## 74  -0.84071257 -1.02113372  0.962655914  0.408324930 -0.64667583 -1.344737342
## 75  -0.80538983 -1.54328716 -0.735769374 -1.788216453  3.80465584  2.525389330
## 76   1.44999920  0.80156044  0.488243755  0.583013476  0.21837810 -0.461104463
## 77  -0.13733107  0.87239766 -0.369161777  1.170084506 -1.31439485 -0.540748154
## 78   1.69202618  1.70586736  0.765475222  1.791450202 -0.86097648 -1.080721635
## 79   0.29400475  0.38494488 -0.355904741 -0.118185498 -0.18806112  0.180602471
## 80  -0.06526985 -0.14880274  0.150700022  0.323153903 -0.30400643 -0.427537177
## 81   0.13593339  0.39830282 -0.451400779 -0.372412663 -0.05945730  0.562138868
## 82   1.39554287  1.33827195  0.382566549  1.106382564 -0.43560768 -0.393000118
## 83   0.57233641  0.94709434  0.078517841  1.126506850 -0.77379414 -0.370266611
## 84  -0.35271845 -0.13092456 -0.142304480  0.366634347 -0.38788615 -0.130145249
## 85   0.61204543  0.36557340 -0.421784510 -0.655457606  0.41316087  0.313494512
## 86   0.80446795  1.26868034 -0.528379977 -0.008411926 -0.45151913  0.175847563
## 87   0.61353236  1.04478706 -0.139949460 -0.075062841 -0.66214305 -0.027803725
## 88  -0.88755905 -0.90053392 -0.739019301 -0.668554598  1.97170457  2.133278268
## 89   0.21390936  0.99387380 -1.811495145 -2.441358847 -1.51688575 -0.333190387
## 90  -0.25083027 -0.92965167  1.622951772  0.590676094 -0.05573142 -1.484904941
## 91   0.69387965  1.36706902  0.150081886  1.896193325 -0.54557487 -0.459350915
## 92  -1.00907524 -1.80171308  2.169986608  0.737457622 -0.29271076 -1.587081331
## 93   0.83278390  0.69799695 -0.715186504 -0.567839183  0.77620698  1.241012717
## 94  -0.97894726  0.50369972 -1.194009053 -0.324812114 -1.35806624  0.651836733
## 95  -1.16141336 -1.31367159 -0.697504107 -1.164065534 -0.05950791 -0.380793917
## 96   0.50763427  0.31583805  1.041073939  1.200766903 -0.17192377 -0.689346065
## 97   1.09720771  1.34257468 -0.484053345 -0.402847872 -0.06331158  0.335312802
## 98   1.08012965  1.58412219  0.279094132  0.353859319 -0.27886488 -0.415969486
## 99   0.66191772  0.60128558 -0.273815493  0.275917808 -0.17515611 -0.007772497
## 100  0.16322035 -0.03474699 -0.507024526 -0.512381654  1.12070643  1.259957975
##          pre1960  pre1960pct    vuleopct        vuleo       dispeo        dslpm
## 1    0.753607834  1.08600530  0.27465005  0.080447130  0.193585344  1.427111706
## 2   -0.859432490 -0.81346064 -0.88866273 -0.633244857 -0.948309043 -0.367197250
## 3   -0.459710838 -0.91869039 -0.47872837 -1.165745323 -0.310775143 -1.283832360
## 4    1.172398991  1.22529375  1.37950639  0.820433059  1.282323494 -0.282855853
## 5    0.404499940 -0.34555988 -1.14502447 -1.342834763 -1.031698216 -1.364120287
## 6    0.212553796 -0.02860155 -0.75338794 -1.212455255 -0.589539101 -1.396673804
## 7    0.470206474  0.23857495  0.58190062 -0.008097535  0.253075960 -0.581241718
## 8   -0.350089471  0.57397484  1.54650367  0.280263084  1.448684168 -0.851875482
## 9   -1.264704749 -0.66379603  1.17633741  0.049535447  0.924710282 -0.742776800
## 10  -2.971947725 -2.61762693 -1.23104267 -0.949575262 -1.007803391           NA
## 11   1.821167608  0.92443596 -0.89722986 -0.587455876 -1.138896587  0.624226258
## 12   1.021957641  0.42956387 -0.67553596 -0.287543316 -0.536480851  0.226686522
## 13   0.725972035  0.67819760 -0.25535629  0.745983187 -0.686137388  2.858073048
## 14   0.494447836  0.84729717 -0.66403793 -0.917124884 -0.759311841  0.042430542
## 15  -0.248008198 -0.83624112 -1.41659536 -0.558432212 -1.309925944 -0.592815271
## 16  -1.197045034 -0.91476699 -1.43391116 -1.710736349 -0.867061449           NA
## 17   0.560135215  0.29391958  0.29046103 -0.142823470  0.292053424 -0.330610576
## 18   0.225460865  0.05162252 -0.53840772 -0.129931315 -0.587305885  0.910484497
## 19  -0.498654181 -0.88972446 -0.64936075  0.302984157 -0.868915202  0.113756296
## 20  -0.861711090 -1.24886085 -1.02229303 -1.053661006 -0.918629106 -1.117269827
## 21   0.294298566  0.01731916 -0.15021632 -0.532619818  0.404403843 -0.695655657
## 22   0.084667380 -1.23951374 -1.05761781 -0.739802314 -1.070916861 -1.313097821
## 23  -0.304766048  0.18998423  0.11802233 -0.365333826  0.031094982  0.883766405
## 24  -0.311130261  0.27575141  0.66540473  0.052428051  0.677636819 -0.655470325
## 25  -0.572495057 -0.06176704  0.12093823  0.144681107 -0.169260832 -0.563335489
## 26  -1.613836001 -1.20780238  1.20954385  1.683525973  1.451080823           NA
## 27  -1.713299806 -2.05544901 -1.57119006 -0.940853085 -1.716172789           NA
## 28  -1.221967220 -2.21123659 -1.86483955 -1.586277531 -1.088716466           NA
## 29  -0.004619977  0.02592679 -0.41005602 -0.433895764 -0.659765869  1.342495806
## 30   0.239429881 -0.11819108 -1.22071447 -0.760305970 -1.408021108  0.748110537
## 31   0.714633220 -0.10719335  1.19130339  1.968650760  1.712189887 -0.607006316
## 32   0.540953276  0.20165572  0.78267677  2.164870580  1.330026138  2.773027295
## 33   0.499954322  1.35318432  1.99900541  0.702545528  1.598681119  0.100564184
## 34   0.420981216  0.57130420  0.43812756  0.493426071  0.435477498  1.510368773
## 35  -0.097012981 -0.96220529  0.38524639  1.438967158  0.092898431 -0.058244146
## 36  -0.223852405  0.88155457 -0.09485129 -0.626000493 -0.256797433  2.167493284
## 37  -0.129976726  0.76767672 -0.18148170 -0.733103630 -0.162867399 -0.641518223
## 38  -0.866078406 -0.82304931 -0.35824424 -1.058974853 -0.350513983 -1.457222144
## 39  -0.059596473  0.32911082  0.37577675  0.959687997  0.271354109  0.309798577
## 40  -0.267639212 -0.41814127  1.02307576  1.555641776  1.500472717 -0.554366924
## 41   0.597898585  0.80556894  0.85986156  1.378265556  0.878644323           NA
## 42   0.516975853  2.00025920  1.89798036  0.309094442  1.408321832  0.257032844
## 43  -0.207740482 -0.55643916  0.32548460  1.717125772  0.485537212  0.132442212
## 44   1.420116773  1.26071737 -1.34717316 -1.454712957 -1.261186890 -0.891491115
## 45  -0.470867922 -0.90251796 -0.98177690 -0.779476275 -1.195637166           NA
## 46  -0.041495096  0.75991704  1.99973369  1.146837516  1.812077875 -0.580209202
## 47  -1.945109363 -1.54712949  1.46582495  3.159178992  2.222114061           NA
## 48  -1.704793033 -1.94849975 -0.64446811 -0.747540567  0.416542749           NA
## 49  -0.928455077 -0.40887381 -0.68259684 -0.599066426 -0.893141353  1.650924675
## 50  -0.133902928 -1.17657978 -0.60722142 -0.149269108 -0.553475054 -1.231319579
## 51  -0.339152192 -0.46850146  0.13668180  1.319213038 -0.310464151  0.763434086
## 52   0.900406125  0.29302811  0.66579110  0.531576629  0.814895568 -0.912323133
## 53  -0.391991074 -0.18562105  0.62973080  0.844328015  0.631604494  0.440639595
## 54   1.218731372  1.79316932  1.56525797  0.433747966  1.086188380 -0.130676811
## 55  -0.795419025 -0.38627670 -0.84415775 -0.622377025 -1.125821222  0.854504858
## 56   0.634912491  0.27748802 -0.71263423 -0.656180686 -0.763631148 -0.271178249
## 57   0.650899442 -0.51982608 -1.03728055 -1.245687888 -0.942259666 -1.185196244
## 58   0.898412350  0.57070756 -1.20207572 -1.246599067 -1.195660162 -0.989810444
## 59   1.154090241  1.55193419  1.07768255 -0.134013739  0.686893112 -0.563434025
## 60  -1.288880819 -1.02443684  0.39871428  1.421014329  0.682642787           NA
## 61   1.340175895  1.27825539 -1.32048068 -1.600765124 -1.007224677 -1.088966282
## 62   0.955506812  0.76045248  0.37865613 -0.040723883  0.462507356 -0.403899476
## 63  -0.499293788 -0.52379843 -0.68916466 -0.469652669 -1.057019138 -0.239329655
## 64  -0.024214637  0.22563818  0.83768504  0.529275674  0.670335076  0.717760396
## 65   0.211889205 -0.06704281 -0.56207148  0.120294279 -0.796042048           NA
## 66   0.478450862  1.56822379  1.47307210 -0.092174709  1.154494446 -0.438298190
## 67  -1.862301247 -1.43317870  0.05883044  1.128607424  0.055384942           NA
## 68  -0.877934721 -0.96903365 -0.50159129  0.303513936 -0.663926275  1.764163393
## 69  -0.940001443 -0.65706784 -0.40474872 -1.089267718 -0.179299041           NA
## 70   1.121255033  1.83480376  0.67613510  0.565260137  0.545874101  0.094871540
## 71  -1.208010795 -1.42030437 -0.76768429  0.011987751 -0.869046004           NA
## 72  -0.933866751 -0.95605821 -0.67691052 -0.823742807 -0.190477319 -0.717151119
## 73   0.802251055  0.58149124  0.09110380  0.089452599 -0.005865324 -0.076368245
## 74  -1.150855916 -0.57599773  0.84095526  1.650272634  1.076550306  0.481525182
## 75   3.122800509  0.39553413 -1.18455600 -0.671641552 -1.360697253 -0.099910059
## 76   0.036869774 -0.24838321 -0.45342416 -0.093045586 -0.572351659  0.740760329
## 77  -0.091618442  0.94258233  0.89768722 -0.092453685  0.726333975 -0.009447269
## 78  -0.535111778  0.02223687  2.51422612  2.518721384  2.879467567  0.227073774
## 79   2.264263714  1.80725477 -0.20027731 -0.389421203 -0.138855845  0.139742771
## 80   1.577780530  1.46966838 -0.19938859 -0.166485497 -0.249416319  1.883033198
## 81   1.209594596  1.02124196 -0.54439490 -0.791523516 -0.517913696  0.174796782
## 82  -0.170029447  0.11142122  1.18755595  0.891638180  1.180505215 -0.487253764
## 83  -0.145218027  0.74179377  1.78997587  0.993085849  1.548161653 -0.081688323
## 84   1.889318458  2.31334672 -0.55668190 -0.820209155 -0.665898907  0.616096666
## 85  -0.336506076 -0.60577143 -1.24812165 -1.132745971 -1.391283562 -0.321434821
## 86   0.376482642  0.46659104 -0.65285579 -0.899868504 -0.513965207 -0.183718213
## 87  -0.590937475 -0.87473299 -0.04671032 -0.071931332  0.552296311           NA
## 88   0.627338719  0.34765533 -1.07098137 -1.083365586 -1.007330798 -1.251580275
## 89   0.064615701  0.46996201  0.31477145 -0.749560212  0.588007980 -0.909640134
## 90  -1.864088547 -1.54742019 -0.78752185  0.250374901 -1.411042429  1.671739718
## 91   0.246931308  1.00550675  2.11782467  1.204650412  1.703199117  0.362693120
## 92  -1.913419298 -1.64493747 -0.43408964  1.130094442 -0.592168284  2.835262498
## 93   0.592035612  0.07173488  1.29751527  1.072157215  1.573991899 -0.411699378
## 94  -0.913663166  0.04659220  0.96214246 -0.564807336  0.839317833 -0.860215637
## 95   0.305618062 -0.98611117 -1.01271710 -0.214131670 -0.909985770 -0.973118903
## 96  -0.082976806  0.09548443  1.01712623  1.267881661  1.070837928  0.081980079
## 97  -0.098738411  0.19007442 -0.72151812 -0.885151406 -0.657890352 -0.631947718
## 98   0.655643072  1.12199259  1.52353219  1.063820179  1.231979870  0.711353659
## 99   0.634949243  0.77242875 -0.63848971 -0.745439655 -0.615258083  0.080164228
## 100  1.420627998  0.17930754 -0.86746883 -0.895680754 -0.826400317 -1.321896794
##           cancer        resp        pnpl          prmp       ptsdf       ozone
## 1    0.898839431  0.76080740 -0.57686169  0.7600787422  0.77831698  0.71453588
## 2    0.141179842 -0.08669581 -0.29627482 -0.8760752175 -0.62613322  0.57487102
## 3   -1.678317540 -1.75833081 -0.13251605 -1.0990870365 -0.74560167  0.15993844
## 4    1.018398893  1.20624270 -0.19012161 -1.0606373585 -0.46837459  0.04985865
## 5   -1.852683485 -1.89987560  0.17469551 -1.1860346492 -0.48435673  0.42264494
## 6   -1.950676927 -2.07571201 -0.60709654 -1.1775084938 -0.73946093  0.37447457
## 7   -0.709846077 -0.53673513  1.42286160 -0.3441695268 -0.40811939 -1.37933892
## 8   -0.781490259 -0.75679897 -0.61121505 -0.5208008046 -0.73590128 -1.12654314
## 9   -0.043585177  0.22623096 -0.47420307 -0.5002406864 -0.57503766 -1.45005828
## 10            NA          NA  0.15779565 -0.6552477624 -0.27299861 -2.33812719
## 11  -0.577553838 -0.66179003  1.61396042 -0.2472810412  1.34051840  0.50270937
## 12   0.441363560  0.35567891 -0.57653627  1.3836509227  0.07732765  0.34088032
## 13   1.593379224  1.61434041  2.27373879  0.5098766438  0.17274455  2.06021829
## 14   0.240274755  0.13257468 -0.55459419  2.2309275883  1.32967496  0.40137851
## 15  -1.281421639 -1.25628190 -0.60569881 -0.6852021078 -0.67905505 -0.55921929
## 16            NA          NA -0.23073179 -1.0996440305 -0.38558865          NA
## 17   0.150403735  0.06783330 -0.28555880 -0.9028589751 -0.64720833  0.29626280
## 18   1.138463725  0.75831649 -0.20863630  1.8668387694  1.44852586  1.01196557
## 19   0.713524020  0.75282291 -0.39697945  0.4651986967 -0.60270302  0.38069901
## 20  -0.855647667 -0.92117525 -0.67769149 -0.8005601342 -0.59005197 -1.00717772
## 21  -1.119249399 -1.02716377 -0.66831355 -1.0935579317 -0.71940783 -1.22594344
## 22  -1.076968663 -1.21288129 -0.66328888 -1.0715675762 -0.70122231 -1.69537665
## 23   1.215698297  0.99017886  0.68746495  0.4538352972  0.09111301  0.87392943
## 24  -0.001177405  0.24568986 -0.28614227 -0.9953496348 -0.35073091 -2.14267666
## 25  -0.296132292  0.30171274  0.70058516  0.5776341230 -0.26326557 -1.87380370
## 26            NA          NA  1.64590137  0.3987382459  0.58991512  0.28588928
## 27            NA          NA -0.60193471 -0.8939629357 -0.74628712          NA
## 28            NA          NA -0.74271582 -0.5782484522 -0.49856305          NA
## 29   1.075267238  0.93937745 -0.45249677  0.7954716368  0.44396511  1.84095619
## 30   0.702268684  0.60993720 -0.26660716 -0.4322777326 -0.33631387  1.61337413
## 31  -0.210086908 -0.05782207 -0.57103320 -0.4599372577 -0.64944691 -1.50207248
## 32   1.885425374  1.26274715  0.20985805  0.8537537227  2.90049958  0.65494904
## 33  -0.071218017 -0.13271440 -0.61708797  1.3611933615 -0.16425623 -0.45176556
## 34   1.114364796  0.67671568 -0.45223085  0.7080517894  3.29007914  1.77402594
## 35   0.426158735  0.41406704 -0.42280564 -0.6768527900 -0.41895257  0.18114282
## 36   1.923818005  1.56387262  3.97196114  3.5192904026  1.67113736  1.29582615
## 37  -0.819740247 -0.78985534 -0.52492646 -1.0484747240 -0.70934167 -1.03493605
## 38  -1.494507384 -1.40703522 -0.61790001 -1.0549596216 -0.70597139 -0.43345993
## 39   0.881822677  0.71763173  3.63056452 -0.2639752254  0.38751093  0.44404133
## 40  -0.367978381 -0.36349101 -0.57889051 -1.0091219642 -0.67532329 -0.52291643
## 41            NA          NA -0.63822401  1.7202947905  4.28200276  1.71361935
## 42   0.200856319  0.28399264 -0.66186133  0.8231232715 -0.23361209 -0.65764499
## 43   0.822427799  1.06043561 -0.38335226 -0.1412771668 -0.56467623  0.16748599
## 44  -1.579214353 -1.53538704  2.95673121  1.2178619148 -0.46307164  0.54047227
## 45            NA          NA  1.45729178 -0.4358421728  0.43365902  0.12067284
## 46  -0.436767200 -0.44950613 -0.63290667 -0.9272253891 -0.45674908 -1.04715830
## 47            NA          NA  0.24179917  1.7509544454 -0.62866790  0.21940161
## 48            NA          NA -0.71603536 -1.2405711919 -0.79800385          NA
## 49   1.027109915  1.07999187  1.57059705  1.5845088685  0.34149208  1.55920971
## 50  -1.556831456 -1.53154364  0.03909674 -0.7018822138 -0.57914680 -0.86711576
## 51   0.421325946  0.60230185 -0.48227339  0.5273213592 -0.46638472 -0.11218785
## 52  -0.356819074  0.21331666 -0.40687624 -0.9654965186 -0.71515971 -1.75087416
## 53   0.895744900  2.23422824 -0.49436192  0.1556513895  0.63014088  0.19857789
## 54  -0.272434401 -0.04077304 -0.58365445  0.5062667322 -0.45540658 -0.91730456
## 55   1.056736274  0.90988302 -0.26022908  1.0464324370  0.22904150  1.28673075
## 56  -0.486881692 -0.57963583 -0.44362471 -0.3000954873 -0.22602015  0.24817656
## 57  -1.233166160 -1.22286731 -0.51045726 -0.1518041032 -0.75008263 -2.06327138
## 58  -1.266021669 -1.29468034 -0.36144890 -0.8119637487 -0.41048697  0.88516151
## 59  -0.696894284 -0.63372792 -0.38587510 -0.5508956423 -0.75775677 -0.95970692
## 60            NA          NA  0.13633476  1.6391632205  3.44154499  1.78327971
## 61  -1.607335269 -1.70525652 -0.54540765 -1.1068666393 -0.51711193  0.49048560
## 62   0.944317563  1.28931364 -0.49068329 -0.0007700371 -0.61251920  0.24091791
## 63   1.074387365  1.06640917  2.44009240 -0.5300262646 -0.51091746  0.12021739
## 64   0.200362909  0.18284293 -0.63421864  0.7945993986  0.30810164 -0.26318083
## 65            NA          NA  1.01812837  0.7480951930  2.85532484          NA
## 66  -0.138225828 -0.14346623 -0.66772256 -0.2941134921 -0.59905383 -0.84890182
## 67            NA          NA  3.29797089 -0.4326286818  0.11385969          NA
## 68   1.192612399  1.01402577 -0.25643367 -0.6738240723  1.67729917  0.52719711
## 69            NA          NA -0.27756800 -0.6133900348 -0.63101577          NA
## 70  -1.108922166 -1.04931060 -0.59561134  1.6162199173  0.24167597 -0.83067330
## 71            NA          NA -0.32307110 -0.8974724058 -0.62715617          NA
## 72  -1.282784367 -1.25319839 -0.66699998 -0.3096469335 -0.70344864 -1.13530295
## 73   0.306672776  0.18643023  1.83651016 -0.0083302524 -0.40086149  0.39533710
## 74  -0.221933497 -0.10271950 -0.31731781 -0.0724068497  1.23908027 -0.63779280
## 75   0.006963312 -0.14796936 -0.06113608 -1.0054798827 -0.71799231  0.30557541
## 76   0.872487309  0.70155712 -0.61340370  0.1877666581  0.57764927  1.10220206
## 77   1.050826375  1.31373187  0.74144204  0.5216467641 -0.34712352 -0.08354454
## 78   0.469732388  0.75966061 -0.49219584  1.1225145097 -0.35105459 -0.58761114
## 79   0.352652680  0.18041836 -0.53099515  1.1109891082  0.24477682  0.69193016
## 80   1.303015051  1.22170229  0.90628586  1.0161704153  0.41923161  1.88286674
## 81   0.792868333  0.66953062 -0.40305503  0.6793399649 -0.04416178  0.49904003
## 82   0.073985138  0.17791298 -0.48994269  0.2118518872 -0.45890083 -0.75828633
## 83   1.012707489  1.31171325 -0.39877769  0.0336010080 -0.39881048 -0.06795602
## 84   1.761648095  1.30051548 -0.39312541  0.0670822711 -0.52892379  0.96231776
## 85  -0.044866576 -0.29169169 -0.48921930 -0.8969114006 -0.33667519  0.91178746
## 86  -0.427620552 -0.49050670 -0.37368820  0.5864631443 -0.55118498  0.40382969
## 87            NA          NA -0.42610230 -1.1145659956 -0.51905141 -0.62604211
## 88  -1.200489586 -1.34862242 -0.32183194 -0.3886707238  0.31142535 -0.41722056
## 89  -1.397843295 -1.39968374 -0.70519979 -0.6899332323 -0.76293924 -1.48451138
## 90   1.335046559  1.40620958 -0.12096644  0.2263286766  0.66611301  0.87403365
## 91   0.593430810  0.44609475 -0.07756038  0.2502638641  0.06680041  0.05577599
## 92   1.287363271  1.24771389  0.99295694 -0.3185729767  2.18623378  0.61482826
## 93   0.159624308  0.14180353 -0.51074332 -1.1034068117 -0.75125257 -0.33065363
## 94  -1.064960597 -0.90076752 -0.57879973  0.0342476073 -0.73879812 -1.39632382
## 95  -1.658493819 -1.76857384 -0.47584878 -1.1836198683 -0.17581308  0.43692845
## 96   0.304580447  0.25703870 -0.65382866 -0.4675997465 -0.02234455 -0.47651172
## 97  -0.456320416 -0.47359508 -0.31684422  1.7310747063 -0.33136439  0.19366935
## 98   0.276955953  0.17167410 -0.63660855  2.9255496443  0.07110618 -0.19927714
## 99   0.050728740  0.05450729  1.00384839 -0.5322699018 -0.52455960  0.79856206
## 100 -1.724713855 -1.77389273 -0.43129531 -1.1187296011 -0.28995398  0.77760736
##            pm25   d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## 1    0.73622593  0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## 2    0.90384017 -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## 3   -1.13357236 -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## 4    0.02786616  1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## 5   -1.45230383 -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## 6   -1.49266263 -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## 7   -1.08503985  0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## 8   -0.90025443  0.84930527  1.21626497  0.240487206 -0.21418362  1.327428984
## 9   -0.18429849  0.54443487  0.87024475  0.258247646 -0.14555269  0.815867748
## 10  -1.28578969          NA          NA -0.853228250 -0.78288523 -0.933227943
## 11  -0.79187607 -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## 12   0.54872663 -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## 13   1.48121302 -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## 14   0.36095621 -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## 15  -1.64380685 -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## 16           NA          NA          NA -0.497863082 -0.55001641           NA
## 17   0.39104107  0.13695546  0.24962024  0.073884550 -0.25862046  0.255853628
## 18   1.53146632 -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## 19   0.82084078 -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## 20  -0.74936180 -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## 21  -1.26717552  0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## 22  -0.95608849 -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## 23   1.60404348  0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## 24  -0.46141304  0.41146822  0.63715075  0.368017951  0.10587420  0.563557310
## 25  -1.22717162 -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## 26   1.05690244          NA          NA  3.790988314  1.23346975  1.432968711
## 27           NA          NA          NA -0.495769201 -0.38218363           NA
## 28           NA          NA          NA -0.172198065 -0.63287151           NA
## 29   0.92621970 -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## 30   0.97236727 -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## 31  -0.24605322  1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## 32   1.68797344  3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## 33   0.01753294  1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## 34   0.77842857  0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## 35   0.82304144 -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## 36   1.97543469 -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## 37  -1.01589466 -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## 38  -1.06142395 -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## 39   1.00047850  0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## 40   0.03646312  1.05920534  1.36069505  0.262273043 -0.12428985  1.418393227
## 41   0.73702497          NA          NA  0.088469864  5.58645004  0.913716580
## 42  -0.04029559  1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## 43   1.08248324  0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## 44  -1.19607514 -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## 45  -0.47209279          NA          NA -1.744852074 -1.20469097 -1.237820371
## 46  -0.70412874  1.25670845  1.62717076  0.258241034  0.27860903  1.674905079
## 47   0.63986843          NA          NA  1.617013815 -0.03942649  2.199372639
## 48           NA          NA          NA  0.021869257 -0.28080114           NA
## 49   1.48673219 -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## 50  -1.21187809 -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## 51   1.01952765 -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## 52  -0.88608097  0.40574923  0.72481446  0.251586886 -0.23400067  0.697872585
## 53   0.79615430  0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## 54  -0.24209059  1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## 55   1.76404040 -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## 56  -0.49184880 -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## 57  -1.16205162 -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## 58  -1.06301655 -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## 59  -0.74986489  0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## 60   1.95097228          NA          NA  0.681097453  3.09945441  0.716510062
## 61  -1.44853890 -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## 62  -0.46721336  0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## 63   0.05590875 -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## 64   0.37210295  0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## 65           NA          NA          NA -0.002741639  0.13758055           NA
## 66  -0.27559960  0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## 67           NA          NA          NA  2.775345509  0.32123965           NA
## 68   1.29013338 -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## 69           NA          NA          NA -0.191128031 -0.27418643           NA
## 70  -1.55028031  0.65731721  0.41347347  0.063195777  0.76326483  0.482084708
## 71           NA          NA          NA -0.424776942 -0.59188553           NA
## 72  -1.39802840 -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## 73   0.64970714  0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## 74  -0.31802045  1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## 75   0.36364253 -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## 76   0.41645549 -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## 77  -0.10238963  0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## 78   0.41582973  2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## 79   0.15580888 -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## 80   1.23940433 -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## 81   0.86476888 -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## 82   0.40961828  0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## 83   0.33271393  1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## 84   0.34948871 -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## 85  -0.03230704 -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## 86  -0.32250175 -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## 87  -0.84700197          NA          NA  0.246087002 -0.27390230  0.518417336
## 88  -1.15153171 -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## 89  -1.80168086  0.26762975  0.39946077  0.031660963 -0.25989055  0.503622728
## 90   1.24137536 -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## 91   0.61712154  1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## 92   1.72786021 -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## 93   0.22721576  1.17621419  1.56756222  0.400793041 -0.20961961  1.509088290
## 94  -1.29864285  0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## 95  -1.38719532 -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## 96   0.49630212  1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## 97  -0.21070069 -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## 98   0.42980898  1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## 99   0.42050642 -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## 100 -1.44839560 -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##        d_pm25_2 region     arealand   areawater     npl_cnt     tsdf_cnt
## 1    0.14707431    NaN -0.834545757 -0.20707231 -0.43775435  0.318872389
## 2   -1.06191144    NaN -0.365374018 -0.20336850 -0.43775435 -0.628462442
## 3   -0.34379575    NaN  0.328343365 -0.20478671 -0.43775435 -1.240170076
## 4    1.20419473    NaN  0.769489687 -0.19384627 -0.43775435 -0.467486749
## 5   -0.96370154    NaN  0.196678409 -0.20402142  3.21361669  0.094464762
## 6   -0.57618873    NaN -0.059067083 -0.21265574 -0.43775435 -1.240170076
## 7    0.17341199    NaN  0.491319505  0.03255237  1.85739316 -0.820713413
## 8    1.26888571    NaN  1.232149603 -0.07486345 -0.43775435 -0.506120915
## 9    0.83545054    NaN  0.786029195 -0.18632318 -0.43775435 -0.293009869
## 10  -0.95005805    NaN -0.457896729 -0.06695762  1.34736038  0.391050281
## 11  -1.11314654    NaN -0.800393197 -0.21188788  1.12711895  1.238437479
## 12  -0.61640781    NaN -0.504724122 -0.20429134 -0.43775435  0.531672726
## 13  -0.81138560    NaN -0.828204332 -0.21146970  0.41682185  0.633997994
## 14  -0.84302939    NaN -0.578691532 -0.21047983 -0.43775435  2.074890649
## 15  -1.19456777    NaN  1.569582455  0.55311104 -0.43775435 -1.240170076
## 16           NA    NaN -0.615841754  0.53819299 -0.43775435 -0.628462442
## 17   0.23611939    NaN  0.482100932 -0.20116871 -0.43775435 -1.240170076
## 18  -0.70799113    NaN -0.802908679 -0.20322023 -0.43775435  2.314173228
## 19  -1.03232138    NaN  0.207055054 -0.16211760 -0.43775435 -0.401256749
## 20  -0.92086591    NaN  0.353694045 -0.17850877 -0.43775435  0.158018802
## 21   0.29599979    NaN -0.266054507  0.07314443 -0.43775435 -1.240170076
## 22  -1.03587837    NaN  0.950938593 -0.15888632 -0.43775435 -1.240170076
## 23  -0.02087357    NaN -0.683477080 -0.20999889  0.60549452  0.285126881
## 24   0.58019700    NaN  0.238989406 -0.18974009  1.27139805 -0.303086041
## 25  -0.20783794    NaN -0.351610181 -0.14483740  0.81740444 -0.551998988
## 26   1.49658356    NaN -0.861079725 -0.21137222  0.38614475 -0.110863675
## 27           NA    NaN  0.073622529  0.94625169 -0.43775435 -1.240170076
## 28           NA    NaN -0.289683996  2.16756344 -0.43775435 -0.322608625
## 29  -0.75494771    NaN -0.743513588 -0.20455693 -0.43775435  0.391050281
## 30  -1.55112952    NaN -0.384238594 -0.20584725 -0.43775435 -0.065691419
## 31   1.61522210    NaN  0.504046521 -0.20276248 -0.43775435 -0.808376452
## 32   1.44171445    NaN -0.958696694 -0.20845764 -0.43775435  2.502041331
## 33   1.52665866    NaN -0.370592730 -0.21135572 -0.43775435 -0.615447386
## 34   0.40070479    NaN -0.971550595 -0.21213101 -0.43775435  1.599361656
## 35   0.02668737    NaN  0.002826467 -0.20728634 -0.43775435  0.717294352
## 36  -0.35052231    NaN -0.946516334 -0.21033481  1.41959046  0.796498115
## 37  -0.20853545    NaN  1.172714924 -0.17961118 -0.43775435 -1.240170076
## 38  -0.38065412    NaN  1.333910858 -0.13381958 -0.43775435  0.594952826
## 39   0.22602618    NaN  0.018146839 -0.20185370  4.58288083  1.971295002
## 40   1.42240837    NaN  0.275968704 -0.21098455 -0.43775435 -1.240170076
## 41   0.86397444    NaN -0.936202160 -0.21071704 -0.43775435  2.530630406
## 42   1.32278802    NaN -0.143009532 -0.20493570 -0.43775435 -0.664445244
## 43   0.45787071    NaN -0.436766358 -0.20654930 -0.43775435 -0.758826364
## 44  -1.18541869    NaN -0.319037045 -0.21207245  2.90933577 -0.628462442
## 45  -1.18847067    NaN -0.739698682 -0.21140951  0.67794235  1.002757915
## 46   1.62223765    NaN  0.148117210 -0.18832121 -0.43775435  0.305196578
## 47   2.24152143    NaN -0.049393346 -0.20934299 -0.43775435 -1.240170076
## 48           NA    NaN  5.674993783  9.06729234 -0.43775435 -1.240170076
## 49  -1.05506184    NaN -0.743199935 -0.19971608  0.99671284  0.594952826
## 50  -0.55721156    NaN  0.168278148 -0.20383617 -0.43775435 -0.675516875
## 51  -0.40394277    NaN -0.458955122 -0.20986697 -0.43775435  0.158018802
## 52   0.67833190    NaN  3.376171617 -0.19148229 -0.43775435 -1.240170076
## 53   0.60694252    NaN -0.626206597 -0.20600192 -0.43775435  1.934096564
## 54   0.98841279    NaN -0.520417855 -0.21017472 -0.43775435  0.009275304
## 55  -1.32322119    NaN -0.690882007 -0.20149685 -0.43775435  1.108787238
## 56  -0.78006731    NaN -0.142930960 -0.20191393 -0.43775435  0.654150339
## 57  -0.90253032    NaN  0.136606430 -0.20375672 -0.43775435 -1.240170076
## 58  -1.13989292    NaN  0.778051469 -0.20568008 -0.43775435 -0.322608625
## 59   0.57901497    NaN  0.356495354 -0.21245964 -0.43775435 -1.240170076
## 60   0.72308210    NaN -1.020201811 -0.21069329 -0.29301532  1.378599902
## 61  -0.94236281    NaN -0.036215645 -0.21040968 -0.43775435 -0.191528418
## 62   0.36614948    NaN  0.396721249 -0.18344596 -0.43775435 -0.572852657
## 63  -1.10988917    NaN -0.272192049 -0.20413176  3.79014896 -0.467486749
## 64   0.62062730    NaN -0.532118616 -0.21094905 -0.43775435  0.792581446
## 65           NA    NaN -0.976611190 -0.13846857  0.23166367  2.307734200
## 66   1.05805962    NaN  0.532517714 -0.17178179 -0.43775435 -0.572852657
## 67           NA    NaN -0.557122739 -0.11522645  1.23579071 -0.016754808
## 68  -0.77412768    NaN -0.731696581 -0.21035767 -0.43775435  0.130055024
## 69           NA    NaN  0.631305150  0.92551665 -0.43775435 -0.110863675
## 70   0.40859627    NaN -0.504860846 -0.05539884 -0.43775435  0.453789526
## 71           NA    NaN  0.720248215 -0.08415336 -0.43775435 -0.781389350
## 72  -0.22835817    NaN  0.281062691  0.23487093 -0.43775435 -0.016754808
## 73  -0.06779035    NaN -0.083489394 -0.18287358  2.65186730 -0.675516875
## 74   0.97824027    NaN -0.632701501 -0.21118084 -0.43775435  1.359587368
## 75  -1.44081133    NaN  0.228879650 -0.20920649 -0.43775435 -1.240170076
## 76  -0.65011436    NaN -0.480323019 -0.20751599 -0.43775435  0.808339210
## 77   0.65196018    NaN -0.317630234 -0.20373942  1.52151791 -0.882097314
## 78   2.88169559    NaN -0.369889974 -0.21189763 -0.43775435 -0.406023302
## 79  -0.19769661    NaN -0.539861627 -0.20656857 -0.43775435  1.100276523
## 80  -0.32710034    NaN -0.722371776 -0.20465464  0.41682185  0.633997994
## 81  -0.59536847    NaN -0.362653431 -0.21107087 -0.43775435  0.171462925
## 82   1.12700698    NaN  0.308891900 -0.21058404 -0.43775435 -0.913926004
## 83   1.50863725    NaN -0.299998875 -0.20974922 -0.43775435  0.391050281
## 84  -0.74468719    NaN -0.513897107 -0.19942834 -0.43775435 -0.282714649
## 85  -1.42824365    NaN -0.123581246 -0.19895906 -0.43775435 -0.293009869
## 86  -0.55584594    NaN -0.483650396 -0.20891337 -0.43775435 -0.493679404
## 87   0.43168784    NaN  1.829317957 -0.14476947 -0.43775435 -0.016754808
## 88  -0.97099571    NaN -0.080337289 -0.20817212 -0.43775435  1.696026566
## 89   0.43351026    NaN  4.092415028  2.50143335 -0.43775435 -1.240170076
## 90  -1.61810220    NaN -0.675932054 -0.20892103 -0.43775435  1.610506276
## 91   1.70079872    NaN -0.576223096 -0.18090348 -0.43775435 -0.350413517
## 92  -0.72067738    NaN -0.961177321 -0.21012158  0.09189507  1.147506315
## 93   1.52449601    NaN  0.811621841 -0.14680105 -0.43775435 -1.240170076
## 94   0.68279628    NaN  0.446954465  0.11721287 -0.43775435 -1.240170076
## 95  -0.86298958    NaN -0.415346315 -0.21145205 -0.43775435 -0.293009869
## 96   1.03479845    NaN -0.593629014 -0.21002582 -0.43775435 -0.457184304
## 97  -0.69757818    NaN -0.139983273 -0.21007464 -0.43775435 -0.132171343
## 98   1.19466978    NaN -0.640138282 -0.20674536 -0.43775435  0.628318697
## 99  -0.68669136    NaN -0.290583001 -0.20680345  2.43118004 -0.715849247
## 100 -0.78424798    NaN  0.509521564 -0.21038457 -0.43775435  1.018442726
##     shape_length   shape_area
## 1   -1.004614926 -0.570739709
## 2   -0.247982846 -0.309803626
## 3    0.491340833  0.084238178
## 4    0.533792116  0.298876995
## 5    0.621000504  0.009792536
## 6    0.371453730 -0.143457939
## 7    0.340911248  0.284172306
## 8    1.140111892  0.649596214
## 9    0.630311176  0.303099794
## 10  -0.510881985 -0.304036519
## 11  -0.881475362 -0.556184260
## 12  -0.498977247 -0.388721264
## 13  -1.066718248 -0.571982807
## 14  -0.679360962 -0.431435266
## 15   1.730298210  1.200811811
## 16  -0.337150890 -0.052951600
## 17   0.521776108  0.170289104
## 18  -0.882699399 -0.552577113
## 19   0.198116582  0.025501297
## 20   0.633198385  0.085796213
## 21   0.014587738 -0.097867343
## 22   1.110120758  0.418134268
## 23  -0.714674750 -0.492521571
## 24   0.147238464  0.002483129
## 25  -0.438699215 -0.278306379
## 26  -1.112983200 -0.590862701
## 27   1.293404201  0.587141868
## 28   0.821384240  1.040224736
## 29  -0.822743479 -0.520073488
## 30  -0.242226375 -0.321530179
## 31   0.545875870  0.149929092
## 32  -1.235448270 -0.640356895
## 33  -0.423063400 -0.317212035
## 34  -1.272893626 -0.649383282
## 35   0.163158097 -0.106020664
## 36  -1.176103576 -0.636061049
## 37   1.294733302  0.570402989
## 38   1.270647421  0.648689061
## 39  -0.031018608 -0.091011577
## 40   0.502453166  0.032315528
## 41  -1.232231086 -0.629058691
## 42  -0.250853411 -0.183307771
## 43  -0.388545948 -0.355942192
## 44  -0.386225985 -0.292858921
## 45  -0.763241984 -0.523910527
## 46   0.236667229 -0.009904929
## 47  -0.287568870 -0.151112951
## 48   5.504819980  8.075111099
## 49  -0.843780764 -0.517148468
## 50   0.271039588 -0.025960778
## 51  -0.383091111 -0.368600293
## 52   3.009570357  1.710456544
## 53  -0.723768701 -0.458256103
## 54  -0.547612924 -0.404515822
## 55  -0.707358404 -0.491072384
## 56   0.001205813 -0.189180064
## 57   0.225651756 -0.045386389
## 58   0.883408796  0.319251982
## 59   0.510569931  0.082565186
## 60  -1.397887086 -0.676396884
## 61   0.347444959 -0.130452234
## 62   0.480313017  0.110406818
## 63  -0.308486478 -0.265527414
## 64  -0.582029322 -0.405825418
## 65  -1.196041332 -0.615662386
## 66   0.681602573  0.215617895
## 67  -0.679049113 -0.376824363
## 68  -0.914013746 -0.515467589
## 69   0.960102942  0.839466233
## 70  -0.631161903 -0.301004457
## 71   0.669304034  0.320501727
## 72   0.497336451  0.297846450
## 73  -0.275084353 -0.135809870
## 74  -0.784158934 -0.463933171
## 75   0.478992829  0.003921703
## 76  -0.483520731 -0.377405731
## 77  -0.546654085 -0.293167956
## 78  -0.342952452 -0.329227571
## 79  -0.505100704 -0.404351970
## 80  -0.890402779 -0.509257528
## 81  -0.408967601 -0.317690388
## 82   0.296646237  0.041406525
## 83  -0.440327524 -0.288602261
## 84  -0.542800059 -0.394524569
## 85   0.101912849 -0.167127224
## 86  -0.374739388 -0.374067373
## 87   1.284892227  0.918116029
## 88   0.054430987 -0.164750793
## 89   2.980738642  3.653548900
## 90  -0.806133576 -0.489699968
## 91  -0.667579270 -0.410475601
## 92  -1.264027586 -0.643084940
## 93   0.884737703  0.385311410
## 94   0.391475220  0.315462626
## 95  -0.104195162 -0.339018720
## 96  -0.634007708 -0.443398130
## 97  -0.054790683 -0.185189481
## 98  -0.779954595 -0.464878472
## 99  -0.254633806 -0.267708420
## 100  0.833917367  0.169358183
ej.scaled <- ej.scaled %>% 
  magrittr::set_rownames(.$county)%>%
  dplyr::select(-county)
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BERTIE        1.00815938   -0.56838836     0.10154648 -1.46493672           NA
## BLADEN        0.40906474   -0.38582250     0.38840094 -1.43046762           NA
## BRUNSWICK    -0.18272387   -0.56838836    -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CAMDEN       -0.40190483   -0.69009893    -0.18530798 -1.22365303           NA
## CARTERET      0.18257774   -0.32496722    -0.04188075 -1.18918393 -0.296237734
## CASWELL       0.09490536   -0.50753307     0.67525540 -1.15471483           NA
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLAY         -0.46765912   -0.75095421    -1.47615306 -0.98236933           NA
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## COLUMBUS      0.42367681   -0.14240137     0.38840094 -0.91343113           NA
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND   -2.36722749    2.10924416     0.53182817 -0.84449293 -0.077232547
## CURRITUCK    -2.22841288   -0.69009893    -0.61558967 -0.81002384 -0.308725405
## DARE         -1.15442615   -0.69009893    -1.04587136 -0.77555474           NA
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GATES        -0.70145215   -0.69009893    -0.04188075 -0.46533284           NA
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## GREENE        0.92779303   -0.56838836    -0.04188075 -0.36192554           NA
## GUILFORD      0.65016381    3.75233684    -0.32873521 -0.32745644  0.279542515
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## HENDERSON    -0.32884451    0.04016449     0.10154648 -0.18958005 -0.044397375
## HERTFORD      0.86934477   -0.38582250     1.10553709 -0.15511095           NA
## HOKE         -1.00830550   -0.26411193    -0.04188075 -0.12064185           NA
## HYDE          0.21910791   -0.69009893     1.67924601 -0.08617275           NA
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JACKSON       0.32869839   -0.56838836    -0.61558967 -0.01723455           NA
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## JONES         0.61363364   -0.75095421    -1.47615306  0.05170365           NA
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MECKLENBURG  -2.11151637    3.63062627    -0.47216244  0.32745644  8.221215738
## MITCHELL     -2.33069733   -0.75095421    -1.47615306  0.36192554           NA
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NEW HANOVER   0.46751300    1.31812546     0.10154648  0.49980194  1.145676923
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ONSLOW       -0.13888767    1.80496774    -0.18530798  0.56874014           NA
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PAMLICO       2.71777092   -0.69009893    -0.61558967  0.63767834           NA
## PASQUOTANK    1.18350416   -0.14240137     0.38840094  0.67214744           NA
## PENDER        0.46020697   -0.50753307    -0.75901690  0.70661654  0.059277852
## PERQUIMANS    0.73053016   -0.56838836     0.96210986  0.74108564           NA
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROCKINGHAM   -0.18272387    0.28358563     0.81868263  0.98236933           NA
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## SWAIN         0.39445268   -0.56838836     0.67525540  1.25812213 -0.294721053
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## TYRRELL      -0.68684009   -0.62924364     6.12549016  1.32706033           NA
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WARREN        0.45290094   -0.50753307     0.96210986  1.46493672           NA
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YADKIN       -0.43843499   -0.50753307    -0.18530798  1.67175132           NA
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                  objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.550973320 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE       -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN       -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK    -1.437921784 -1.404394211 -0.15683255 -0.059981613  0.39776518
## BUNCOMBE     -1.372555492 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.315761829 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.275041845 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN       -1.215033446 -1.216295482  0.81303764  0.956033415  0.91761991
## CARTERET     -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL      -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA      -1.139755053 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.104928750 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY         -1.074924551 -0.975119280  0.23846911  0.363186632  0.80083319
## CLEVELAND    -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS     -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN       -0.989466162 -0.871576525  0.43133100  0.323919951  0.17189396
## CUMBERLAND   -0.920081451 -0.853458045  0.70172574  0.605640258  0.15449471
## CURRITUCK    -0.863823577 -0.816308810  0.75035111  0.856364175  0.95925295
## DARE         -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON     -0.813727280 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.778097293 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.762291510 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.712195213 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.580926841 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.507791605 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES        -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM       -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.388846386 -0.389057471  1.10154925  0.990568906  1.31590536
## GREENE       -0.376791128 -0.354953000  0.44695998  0.045981888  0.62834818
## GUILFORD     -0.295083263 -0.336571510  0.96489613  0.935972082  0.84201485
## HALIFAX      -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.173191204 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON    -0.111843332 -0.183002938  0.33618615  0.416528055  0.72427617
## HERTFORD     -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE         -0.075677556 -0.113425667  1.94898003  1.905385397  1.65537018
## HYDE         -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL      -0.035761255 -0.060187717  0.22585625  0.316367651  0.17116760
## JACKSON       0.001208205 -0.010431040  0.47395741  0.179298882  0.09367096
## JOHNSTON      0.030676615  0.008371874  2.37685845  2.468148322  2.33210651
## JONES         0.055055027  0.057974393 -0.22865072 -0.114245508  0.09874559
## LEE           0.066842391  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.089345540  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.115331320  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.137030786  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.152836569  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.164623933  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.174536035  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG   0.328843346  0.317915592  1.27660075  1.343287862  1.20165323
## MITCHELL      0.481275394  0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY    0.490919601  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.512083277  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.544766423  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER   0.594326931  0.490496753  1.18572030  1.162888988  1.21618944
## NORTHAMPTON   0.632367969  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW        0.663979536  0.559125508  1.62830380  1.148581868  0.27139055
## ORANGE        0.709789519  0.593574368  1.29466131  1.003413274  0.80312107
## PAMLICO       0.733364247  0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK    0.743812138  0.678832956  0.16157464  0.020387756  0.06330203
## PENDER        0.759350027  0.712632828  1.11489329  1.144083936  1.34880504
## PERQUIMANS    0.771137391  0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON        0.781317387  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.814000533  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.842933153  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.869186828  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.903209447  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.937767855  0.954472307  0.15561782  0.169539503 -0.21387511
## ROCKINGHAM    0.979827313  0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN         1.023494139  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.062606756  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.088592535  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.107880949  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.127437258  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.148065145  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.172175662  1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN         1.191196181  1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA  1.201108283  1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL       1.209145122  1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION         1.238077743  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.274511413  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.405243996  1.421253533  2.44784241  2.463992051  2.43641174
## WARREN        1.531154475  1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON    1.539191314  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.551514468  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.579911299  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.614201813  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.643134433  1.627004518  0.04579453  0.096185685 -0.06459216
## YADKIN        1.665369688  1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY        1.676353368  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BERTIE       -1.467214596 -1.56569119  0.629732895  1.57186151 -0.813108302
## BLADEN       -1.029327891 -0.97742940  0.086926722  0.78239681  0.018435108
## BRUNSWICK     0.255482889  1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN        0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET     -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL      -0.559730560 -0.82380547  0.075415097  0.40298716 -0.736441505
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLAY          1.275613821  2.27201457 -1.334597054 -1.46938481  1.024962050
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## COLUMBUS     -0.826242496 -1.10371025  0.062613672  0.43884865 -0.083382405
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## CUMBERLAND    0.555944136  0.21271888  1.733875010  1.36106494  1.048268047
## CURRITUCK     0.881457071  2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE         -0.759135331  2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES        -1.053688272 -1.27686899 -0.151080775  0.31948314 -1.783382397
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## GREENE       -0.117675957 -0.53940054  1.388720654  1.06644200  1.218114490
## GUILFORD      1.031568930  0.41169559  1.472948939  1.03571088  0.702910222
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON     0.831023021  0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD     -0.878904301 -1.09628423  1.348398997  2.00393311 -0.009999555
## HOKE          1.154998956  0.77206560  2.870644840  1.57115533  2.911189052
## HYDE         -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON       0.573160847  2.25203943 -0.572855466 -0.82500545  0.425410117
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## JONES         0.158138360 -0.06259432  0.187468855  0.18170375  1.344785681
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MECKLENBURG   1.309161485  0.47216469  1.903671316  1.06696629 -0.006750140
## MITCHELL     -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NEW HANOVER   1.758967261  1.34211003 -0.148811835 -0.46656097  0.631692916
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ONSLOW        0.803744707  0.69809618  0.746568343  0.10344830  1.385246829
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PAMLICO      -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK   -0.032459741 -0.41214018  0.774315771  0.83736671 -0.139539640
## PENDER        0.912358791  1.22682154 -0.016511775 -0.42951689  0.132973028
## PERQUIMANS   -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROCKINGHAM   -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN        -1.003935445  0.19898581 -0.074653345 -0.14898186  0.049927221
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL      -2.081161655 -1.88718401 -0.305488066  0.37174577 -1.723568054
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WARREN       -0.453553613  0.55083219  1.268678148  1.43921375  0.235494100
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YADKIN       -0.174084074 -0.66610710 -0.933097153 -0.93372437  0.020630400
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE        0.89310377  0.04436018  0.52589995 -1.200508907 -0.900531196
## BLADEN        1.68647779  0.04494203  0.75687022 -0.690165562  0.699819483
## BRUNSWICK    -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CAMDEN       -2.18289532  0.49929710 -0.64077720  0.092961960 -1.434667537
## CARTERET     -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL      -0.09490631  0.89745041  1.07524756 -0.661743264 -0.873946148
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY          0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## COLUMBUS      0.96303732  0.03860365  0.33341295 -0.622713410 -0.324780879
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## CUMBERLAND    0.37755172 -1.33389364 -1.28075675  1.664926555  1.950416390
## CURRITUCK    -1.87108086 -0.50276659 -1.49590185  0.461286998 -0.817585854
## DARE         -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GATES        -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## GREENE        0.52601582  3.48205530  2.24450704  0.097961848 -0.087259326
## GUILFORD      0.10234208 -0.55317177 -0.72791480  0.900101315  0.974557665
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON    -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD      1.22452461  0.72375937  1.22291305 -0.673336570 -0.316393184
## HOKE          0.64837420  0.91038371 -0.03393701  3.478085717  2.226386624
## HYDE         -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JACKSON       0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## JONES         1.59094551  0.91615559  0.62996915 -0.561666152 -0.534614542
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MECKLENBURG  -1.38251028 -0.64918706 -1.23688827  1.611351185  1.368651782
## MITCHELL     -0.71661499 -0.72093018  0.35761412 -1.018977281 -1.168451385
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NEW HANOVER  -0.57984138 -1.51926000 -1.88677673  0.492161303 -0.270424172
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ONSLOW       -0.07241957 -1.41138785 -1.42682007  3.366586145  3.192561254
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PAMLICO      -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK    0.02452508 -0.32424509 -0.36618049  0.535451994  1.827166779
## PENDER       -1.29821643  0.22247700 -0.82786872  0.829273501 -0.303631044
## PERQUIMANS   -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROCKINGHAM    0.07826933  0.29400475  0.38494488 -0.355904741 -0.118185498
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## SWAIN         0.22042007  0.61353236  1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL       0.05549840  0.21390936  0.99387380 -1.811495145 -2.441358847
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WARREN        0.45581098  0.83278390  0.69799695 -0.715186504 -0.567839183
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YADKIN        0.32531929  0.66191772  0.60128558 -0.273815493  0.275917808
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BERTIE       -1.01024062  0.371635232 -0.350089471  0.57397484  1.54650367
## BLADEN       -0.82167315  0.309612574 -1.264704749 -0.66379603  1.17633741
## BRUNSWICK     2.36548995  2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CAMDEN        0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET     -0.69591033  1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL      -0.21478328  0.232579300  0.560135215  0.29391958  0.29046103
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLAY          3.01832829  2.042282705  0.084667380 -1.23951374 -1.05761781
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## COLUMBUS     -0.62895922  0.252595481 -0.311130261  0.27575141  0.66540473
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## CUMBERLAND   -1.25447374 -1.604980885 -1.613836001 -1.20780238  1.20954385
## CURRITUCK    -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE         -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GATES        -0.76466866  0.225716219 -0.129976726  0.76767672 -0.18148170
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## GREENE       -0.36540242 -1.040506686 -0.267639212 -0.41814127  1.02307576
## GUILFORD     -0.14325639 -1.056752450  0.597898585  0.80556894  0.85986156
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## HENDERSON     2.08411108  1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD     -0.48358560  0.009031768 -0.041495096  0.75991704  1.99973369
## HOKE         -1.23035794 -1.872549119 -1.945109363 -1.54712949  1.46582495
## HYDE         -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON       0.62993906  0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## JONES         0.40992753  0.244665587  0.900406125  0.29302811  0.66579110
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MECKLENBURG  -1.07644237 -1.834937301 -1.288880819 -1.02443684  0.39871428
## MITCHELL     -0.16932858  1.323880667  1.340175895  1.27825539 -1.32048068
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NEW HANOVER   0.71352223 -0.677254452  0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ONSLOW       -1.52065908 -2.045873699 -1.862301247 -1.43317870  0.05883044
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO       0.12159946  1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK   -0.37983676 -0.490568634  1.121255033  1.83480376  0.67613510
## PENDER        0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS    0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROCKINGHAM   -0.18806112  0.180602471  2.264263714  1.80725477 -0.20027731
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## SWAIN        -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## TYRRELL      -1.51688575 -0.333190387  0.064615701  0.46996201  0.31477145
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN        0.77620698  1.241012717  0.592035612  0.07173488  1.29751527
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YADKIN       -0.17515611 -0.007772497  0.634949243  0.77242875 -0.63848971
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE        0.280263084  1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN        0.049535447  0.924710282 -0.742776800 -0.043585177  0.22623096
## BRUNSWICK    -0.949575262 -1.007803391           NA           NA          NA
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CAMDEN       -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET     -1.710736349 -0.867061449           NA           NA          NA
## CASWELL      -0.142823470  0.292053424 -0.330610576  0.150403735  0.06783330
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY         -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## COLUMBUS      0.052428051  0.677636819 -0.655470325 -0.001177405  0.24568986
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## CUMBERLAND    1.683525973  1.451080823           NA           NA          NA
## CURRITUCK    -0.940853085 -1.716172789           NA           NA          NA
## DARE         -1.586277531 -1.088716466           NA           NA          NA
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GATES        -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## GREENE        1.555641776  1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD      1.378265556  0.878644323           NA           NA          NA
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON    -0.779476275 -1.195637166           NA           NA          NA
## HERTFORD      1.146837516  1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE          3.159178992  2.222114061           NA           NA          NA
## HYDE         -0.747540567  0.416542749           NA           NA          NA
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JACKSON      -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## JONES         0.531576629  0.814895568 -0.912323133 -0.356819074  0.21331666
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG   1.421014329  0.682642787           NA           NA          NA
## MITCHELL     -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NEW HANOVER   0.120294279 -0.796042048           NA           NA          NA
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW        1.128607424  0.055384942           NA           NA          NA
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PAMLICO      -1.089267718 -0.179299041           NA           NA          NA
## PASQUOTANK    0.565260137  0.545874101  0.094871540 -1.108922166 -1.04931060
## PENDER        0.011987751 -0.869046004           NA           NA          NA
## PERQUIMANS   -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROCKINGHAM   -0.389421203 -0.138855845  0.139742771  0.352652680  0.18041836
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN        -0.071931332  0.552296311           NA           NA          NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL      -0.749560212  0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WARREN        1.072157215  1.573991899 -0.411699378  0.159624308  0.14180353
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YADKIN       -0.745439655 -0.615258083  0.080164228  0.050728740  0.05450729
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE       -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN       -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK     0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CAMDEN       -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET     -0.23073179 -1.0996440305 -0.38558865          NA          NA
## CASWELL      -0.28555880 -0.9028589751 -0.64720833  0.29626280  0.39104107
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY         -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## COLUMBUS     -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND    1.64590137  0.3987382459  0.58991512  0.28588928  1.05690244
## CURRITUCK    -0.60193471 -0.8939629357 -0.74628712          NA          NA
## DARE         -0.74271582 -0.5782484522 -0.49856305          NA          NA
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GATES        -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## GREENE       -0.57889051 -1.0091219642 -0.67532329 -0.52291643  0.03646312
## GUILFORD     -0.63822401  1.7202947905  4.28200276  1.71361935  0.73702497
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## HENDERSON     1.45729178 -0.4358421728  0.43365902  0.12067284 -0.47209279
## HERTFORD     -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE          0.24179917  1.7509544454 -0.62866790  0.21940161  0.63986843
## HYDE         -0.71603536 -1.2405711919 -0.79800385          NA          NA
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JACKSON       0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## JONES        -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG   0.13633476  1.6391632205  3.44154499  1.78327971  1.95097228
## MITCHELL     -0.54540765 -1.1068666393 -0.51711193  0.49048560 -1.44853890
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NEW HANOVER   1.01812837  0.7480951930  2.85532484          NA          NA
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW        3.29797089 -0.4326286818  0.11385969          NA          NA
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PAMLICO      -0.27756800 -0.6133900348 -0.63101577          NA          NA
## PASQUOTANK   -0.59561134  1.6162199173  0.24167597 -0.83067330 -1.55028031
## PENDER       -0.32307110 -0.8974724058 -0.62715617          NA          NA
## PERQUIMANS   -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROCKINGHAM   -0.53099515  1.1109891082  0.24477682  0.69193016  0.15580888
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## SWAIN        -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## TYRRELL      -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WARREN       -0.51074332 -1.1034068117 -0.75125257 -0.33065363  0.22721576
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YADKIN        1.00384839 -0.5322699018 -0.52455960  0.79856206  0.42050642
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BERTIE        0.84930527  1.21626497  0.240487206 -0.21418362  1.327428984
## BLADEN        0.54443487  0.87024475  0.258247646 -0.14555269  0.815867748
## BRUNSWICK             NA          NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN       -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET              NA          NA -0.497863082 -0.55001641           NA
## CASWELL       0.13695546  0.24962024  0.073884550 -0.25862046  0.255853628
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLAY         -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## COLUMBUS      0.41146822  0.63715075  0.368017951  0.10587420  0.563557310
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND            NA          NA  3.790988314  1.23346975  1.432968711
## CURRITUCK             NA          NA -0.495769201 -0.38218363           NA
## DARE                  NA          NA -0.172198065 -0.63287151           NA
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GATES        -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## GREENE        1.05920534  1.36069505  0.262273043 -0.12428985  1.418393227
## GUILFORD              NA          NA  0.088469864  5.58645004  0.913716580
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON             NA          NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD      1.25670845  1.62717076  0.258241034  0.27860903  1.674905079
## HOKE                  NA          NA  1.617013815 -0.03942649  2.199372639
## HYDE                  NA          NA  0.021869257 -0.28080114           NA
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JACKSON      -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES         0.40574923  0.72481446  0.251586886 -0.23400067  0.697872585
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MECKLENBURG           NA          NA  0.681097453  3.09945441  0.716510062
## MITCHELL     -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NEW HANOVER           NA          NA -0.002741639  0.13758055           NA
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ONSLOW                NA          NA  2.775345509  0.32123965           NA
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO               NA          NA -0.191128031 -0.27418643           NA
## PASQUOTANK    0.65731721  0.41347347  0.063195777  0.76326483  0.482084708
## PENDER                NA          NA -0.424776942 -0.59188553           NA
## PERQUIMANS   -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROCKINGHAM   -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN                 NA          NA  0.246087002 -0.27390230  0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL       0.26762975  0.39946077  0.031660963 -0.25989055  0.503622728
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN        1.17621419  1.56756222  0.400793041 -0.20961961  1.509088290
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YADKIN       -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2 region     arealand   areawater     npl_cnt
## ALAMANCE      0.14707431    NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER    -1.06191144    NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY    -0.34379575    NaN  0.328343365 -0.20478671 -0.43775435
## ANSON         1.20419473    NaN  0.769489687 -0.19384627 -0.43775435
## ASHE         -0.96370154    NaN  0.196678409 -0.20402142  3.21361669
## AVERY        -0.57618873    NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT      0.17341199    NaN  0.491319505  0.03255237  1.85739316
## BERTIE        1.26888571    NaN  1.232149603 -0.07486345 -0.43775435
## BLADEN        0.83545054    NaN  0.786029195 -0.18632318 -0.43775435
## BRUNSWICK    -0.95005805    NaN -0.457896729 -0.06695762  1.34736038
## BUNCOMBE     -1.11314654    NaN -0.800393197 -0.21188788  1.12711895
## BURKE        -0.61640781    NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS     -0.81138560    NaN -0.828204332 -0.21146970  0.41682185
## CALDWELL     -0.84302939    NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN       -1.19456777    NaN  1.569582455  0.55311104 -0.43775435
## CARTERET              NA    NaN -0.615841754  0.53819299 -0.43775435
## CASWELL       0.23611939    NaN  0.482100932 -0.20116871 -0.43775435
## CATAWBA      -0.70799113    NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM      -1.03232138    NaN  0.207055054 -0.16211760 -0.43775435
## CHEROKEE     -0.92086591    NaN  0.353694045 -0.17850877 -0.43775435
## CHOWAN        0.29599979    NaN -0.266054507  0.07314443 -0.43775435
## CLAY         -1.03587837    NaN  0.950938593 -0.15888632 -0.43775435
## CLEVELAND    -0.02087357    NaN -0.683477080 -0.20999889  0.60549452
## COLUMBUS      0.58019700    NaN  0.238989406 -0.18974009  1.27139805
## CRAVEN       -0.20783794    NaN -0.351610181 -0.14483740  0.81740444
## CUMBERLAND    1.49658356    NaN -0.861079725 -0.21137222  0.38614475
## CURRITUCK             NA    NaN  0.073622529  0.94625169 -0.43775435
## DARE                  NA    NaN -0.289683996  2.16756344 -0.43775435
## DAVIDSON     -0.75494771    NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE        -1.55112952    NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN        1.61522210    NaN  0.504046521 -0.20276248 -0.43775435
## DURHAM        1.44171445    NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE     1.52665866    NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH       0.40070479    NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN      0.02668737    NaN  0.002826467 -0.20728634 -0.43775435
## GASTON       -0.35052231    NaN -0.946516334 -0.21033481  1.41959046
## GATES        -0.20853545    NaN  1.172714924 -0.17961118 -0.43775435
## GRAHAM       -0.38065412    NaN  1.333910858 -0.13381958 -0.43775435
## GRANVILLE     0.22602618    NaN  0.018146839 -0.20185370  4.58288083
## GREENE        1.42240837    NaN  0.275968704 -0.21098455 -0.43775435
## GUILFORD      0.86397444    NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX       1.32278802    NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT       0.45787071    NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD      -1.18541869    NaN -0.319037045 -0.21207245  2.90933577
## HENDERSON    -1.18847067    NaN -0.739698682 -0.21140951  0.67794235
## HERTFORD      1.62223765    NaN  0.148117210 -0.18832121 -0.43775435
## HOKE          2.24152143    NaN -0.049393346 -0.20934299 -0.43775435
## HYDE                  NA    NaN  5.674993783  9.06729234 -0.43775435
## IREDELL      -1.05506184    NaN -0.743199935 -0.19971608  0.99671284
## JACKSON      -0.55721156    NaN  0.168278148 -0.20383617 -0.43775435
## JOHNSTON     -0.40394277    NaN -0.458955122 -0.20986697 -0.43775435
## JONES         0.67833190    NaN  3.376171617 -0.19148229 -0.43775435
## LEE           0.60694252    NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR        0.98841279    NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN      -1.32322119    NaN -0.690882007 -0.20149685 -0.43775435
## MACON        -0.78006731    NaN -0.142930960 -0.20191393 -0.43775435
## MADISON      -0.90253032    NaN  0.136606430 -0.20375672 -0.43775435
## MARTIN       -1.13989292    NaN  0.778051469 -0.20568008 -0.43775435
## MCDOWELL      0.57901497    NaN  0.356495354 -0.21245964 -0.43775435
## MECKLENBURG   0.72308210    NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL     -0.94236281    NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY    0.36614948    NaN  0.396721249 -0.18344596 -0.43775435
## MOORE        -1.10988917    NaN -0.272192049 -0.20413176  3.79014896
## NASH          0.62062730    NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER           NA    NaN -0.976611190 -0.13846857  0.23166367
## NORTHAMPTON   1.05805962    NaN  0.532517714 -0.17178179 -0.43775435
## ONSLOW                NA    NaN -0.557122739 -0.11522645  1.23579071
## ORANGE       -0.77412768    NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO               NA    NaN  0.631305150  0.92551665 -0.43775435
## PASQUOTANK    0.40859627    NaN -0.504860846 -0.05539884 -0.43775435
## PENDER                NA    NaN  0.720248215 -0.08415336 -0.43775435
## PERQUIMANS   -0.22835817    NaN  0.281062691  0.23487093 -0.43775435
## PERSON       -0.06779035    NaN -0.083489394 -0.18287358  2.65186730
## PITT          0.97824027    NaN -0.632701501 -0.21118084 -0.43775435
## POLK         -1.44081133    NaN  0.228879650 -0.20920649 -0.43775435
## RANDOLPH     -0.65011436    NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND      0.65196018    NaN -0.317630234 -0.20373942  1.52151791
## ROBESON       2.88169559    NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM   -0.19769661    NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN        -0.32710034    NaN -0.722371776 -0.20465464  0.41682185
## RUTHERFORD   -0.59536847    NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON       1.12700698    NaN  0.308891900 -0.21058404 -0.43775435
## SCOTLAND      1.50863725    NaN -0.299998875 -0.20974922 -0.43775435
## STANLY       -0.74468719    NaN -0.513897107 -0.19942834 -0.43775435
## STOKES       -1.42824365    NaN -0.123581246 -0.19895906 -0.43775435
## SURRY        -0.55584594    NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN         0.43168784    NaN  1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571    NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL       0.43351026    NaN  4.092415028  2.50143335 -0.43775435
## UNION        -1.61810220    NaN -0.675932054 -0.20892103 -0.43775435
## VANCE         1.70079872    NaN -0.576223096 -0.18090348 -0.43775435
## WAKE         -0.72067738    NaN -0.961177321 -0.21012158  0.09189507
## WARREN        1.52449601    NaN  0.811621841 -0.14680105 -0.43775435
## WASHINGTON    0.68279628    NaN  0.446954465  0.11721287 -0.43775435
## WATAUGA      -0.86298958    NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE         1.03479845    NaN -0.593629014 -0.21002582 -0.43775435
## WILKES       -0.69757818    NaN -0.139983273 -0.21007464 -0.43775435
## WILSON        1.19466978    NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN       -0.68669136    NaN -0.290583001 -0.20680345  2.43118004
## YANCEY       -0.78424798    NaN  0.509521564 -0.21038457 -0.43775435
##                  tsdf_cnt shape_length   shape_area
## ALAMANCE      0.318872389 -1.004614926 -0.570739709
## ALEXANDER    -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY    -1.240170076  0.491340833  0.084238178
## ANSON        -0.467486749  0.533792116  0.298876995
## ASHE          0.094464762  0.621000504  0.009792536
## AVERY        -1.240170076  0.371453730 -0.143457939
## BEAUFORT     -0.820713413  0.340911248  0.284172306
## BERTIE       -0.506120915  1.140111892  0.649596214
## BLADEN       -0.293009869  0.630311176  0.303099794
## BRUNSWICK     0.391050281 -0.510881985 -0.304036519
## BUNCOMBE      1.238437479 -0.881475362 -0.556184260
## BURKE         0.531672726 -0.498977247 -0.388721264
## CABARRUS      0.633997994 -1.066718248 -0.571982807
## CALDWELL      2.074890649 -0.679360962 -0.431435266
## CAMDEN       -1.240170076  1.730298210  1.200811811
## CARTERET     -0.628462442 -0.337150890 -0.052951600
## CASWELL      -1.240170076  0.521776108  0.170289104
## CATAWBA       2.314173228 -0.882699399 -0.552577113
## CHATHAM      -0.401256749  0.198116582  0.025501297
## CHEROKEE      0.158018802  0.633198385  0.085796213
## CHOWAN       -1.240170076  0.014587738 -0.097867343
## CLAY         -1.240170076  1.110120758  0.418134268
## CLEVELAND     0.285126881 -0.714674750 -0.492521571
## COLUMBUS     -0.303086041  0.147238464  0.002483129
## CRAVEN       -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND   -0.110863675 -1.112983200 -0.590862701
## CURRITUCK    -1.240170076  1.293404201  0.587141868
## DARE         -0.322608625  0.821384240  1.040224736
## DAVIDSON      0.391050281 -0.822743479 -0.520073488
## DAVIE        -0.065691419 -0.242226375 -0.321530179
## DUPLIN       -0.808376452  0.545875870  0.149929092
## DURHAM        2.502041331 -1.235448270 -0.640356895
## EDGECOMBE    -0.615447386 -0.423063400 -0.317212035
## FORSYTH       1.599361656 -1.272893626 -0.649383282
## FRANKLIN      0.717294352  0.163158097 -0.106020664
## GASTON        0.796498115 -1.176103576 -0.636061049
## GATES        -1.240170076  1.294733302  0.570402989
## GRAHAM        0.594952826  1.270647421  0.648689061
## GRANVILLE     1.971295002 -0.031018608 -0.091011577
## GREENE       -1.240170076  0.502453166  0.032315528
## GUILFORD      2.530630406 -1.232231086 -0.629058691
## HALIFAX      -0.664445244 -0.250853411 -0.183307771
## HARNETT      -0.758826364 -0.388545948 -0.355942192
## HAYWOOD      -0.628462442 -0.386225985 -0.292858921
## HENDERSON     1.002757915 -0.763241984 -0.523910527
## HERTFORD      0.305196578  0.236667229 -0.009904929
## HOKE         -1.240170076 -0.287568870 -0.151112951
## HYDE         -1.240170076  5.504819980  8.075111099
## IREDELL       0.594952826 -0.843780764 -0.517148468
## JACKSON      -0.675516875  0.271039588 -0.025960778
## JOHNSTON      0.158018802 -0.383091111 -0.368600293
## JONES        -1.240170076  3.009570357  1.710456544
## LEE           1.934096564 -0.723768701 -0.458256103
## LENOIR        0.009275304 -0.547612924 -0.404515822
## LINCOLN       1.108787238 -0.707358404 -0.491072384
## MACON         0.654150339  0.001205813 -0.189180064
## MADISON      -1.240170076  0.225651756 -0.045386389
## MARTIN       -0.322608625  0.883408796  0.319251982
## MCDOWELL     -1.240170076  0.510569931  0.082565186
## MECKLENBURG   1.378599902 -1.397887086 -0.676396884
## MITCHELL     -0.191528418  0.347444959 -0.130452234
## MONTGOMERY   -0.572852657  0.480313017  0.110406818
## MOORE        -0.467486749 -0.308486478 -0.265527414
## NASH          0.792581446 -0.582029322 -0.405825418
## NEW HANOVER   2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON  -0.572852657  0.681602573  0.215617895
## ONSLOW       -0.016754808 -0.679049113 -0.376824363
## ORANGE        0.130055024 -0.914013746 -0.515467589
## PAMLICO      -0.110863675  0.960102942  0.839466233
## PASQUOTANK    0.453789526 -0.631161903 -0.301004457
## PENDER       -0.781389350  0.669304034  0.320501727
## PERQUIMANS   -0.016754808  0.497336451  0.297846450
## PERSON       -0.675516875 -0.275084353 -0.135809870
## PITT          1.359587368 -0.784158934 -0.463933171
## POLK         -1.240170076  0.478992829  0.003921703
## RANDOLPH      0.808339210 -0.483520731 -0.377405731
## RICHMOND     -0.882097314 -0.546654085 -0.293167956
## ROBESON      -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM    1.100276523 -0.505100704 -0.404351970
## ROWAN         0.633997994 -0.890402779 -0.509257528
## RUTHERFORD    0.171462925 -0.408967601 -0.317690388
## SAMPSON      -0.913926004  0.296646237  0.041406525
## SCOTLAND      0.391050281 -0.440327524 -0.288602261
## STANLY       -0.282714649 -0.542800059 -0.394524569
## STOKES       -0.293009869  0.101912849 -0.167127224
## SURRY        -0.493679404 -0.374739388 -0.374067373
## SWAIN        -0.016754808  1.284892227  0.918116029
## TRANSYLVANIA  1.696026566  0.054430987 -0.164750793
## TYRRELL      -1.240170076  2.980738642  3.653548900
## UNION         1.610506276 -0.806133576 -0.489699968
## VANCE        -0.350413517 -0.667579270 -0.410475601
## WAKE          1.147506315 -1.264027586 -0.643084940
## WARREN       -1.240170076  0.884737703  0.385311410
## WASHINGTON   -1.240170076  0.391475220  0.315462626
## WATAUGA      -0.293009869 -0.104195162 -0.339018720
## WAYNE        -0.457184304 -0.634007708 -0.443398130
## WILKES       -0.132171343 -0.054790683 -0.185189481
## WILSON        0.628318697 -0.779954595 -0.464878472
## YADKIN       -0.715849247 -0.254633806 -0.267708420
## YANCEY        1.018442726  0.833917367  0.169358183
ej.scaled %>% drop_na()
##  [1] per_tested     num_high_lead  per_highlead_h fips           bf_acreage    
##  [6] objectid       id             acstotpop      acsipovbas     acseducbas    
## [11] acstothh       acstothu       minorpop       minorpct       lowincome     
## [16] lowincpct      lesshs         lesshspct      under5         under5pct     
## [21] over64         over64pct      pre1960        pre1960pct     vuleopct      
## [26] vuleo          dispeo         dslpm          cancer         resp          
## [31] pnpl           prmp           ptsdf          ozone          pm25          
## [36] d_dslpm_2      d_cancr_2      d_pnpl_2       d_ptsdf_2      d_ozone_2     
## [41] d_pm25_2       region         arealand       areawater      npl_cnt       
## [46] tsdf_cnt       shape_length   shape_area    
## <0 rows> (or 0-length row.names)
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BERTIE        1.00815938   -0.56838836     0.10154648 -1.46493672           NA
## BLADEN        0.40906474   -0.38582250     0.38840094 -1.43046762           NA
## BRUNSWICK    -0.18272387   -0.56838836    -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CAMDEN       -0.40190483   -0.69009893    -0.18530798 -1.22365303           NA
## CARTERET      0.18257774   -0.32496722    -0.04188075 -1.18918393 -0.296237734
## CASWELL       0.09490536   -0.50753307     0.67525540 -1.15471483           NA
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLAY         -0.46765912   -0.75095421    -1.47615306 -0.98236933           NA
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## COLUMBUS      0.42367681   -0.14240137     0.38840094 -0.91343113           NA
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND   -2.36722749    2.10924416     0.53182817 -0.84449293 -0.077232547
## CURRITUCK    -2.22841288   -0.69009893    -0.61558967 -0.81002384 -0.308725405
## DARE         -1.15442615   -0.69009893    -1.04587136 -0.77555474           NA
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GATES        -0.70145215   -0.69009893    -0.04188075 -0.46533284           NA
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## GREENE        0.92779303   -0.56838836    -0.04188075 -0.36192554           NA
## GUILFORD      0.65016381    3.75233684    -0.32873521 -0.32745644  0.279542515
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## HENDERSON    -0.32884451    0.04016449     0.10154648 -0.18958005 -0.044397375
## HERTFORD      0.86934477   -0.38582250     1.10553709 -0.15511095           NA
## HOKE         -1.00830550   -0.26411193    -0.04188075 -0.12064185           NA
## HYDE          0.21910791   -0.69009893     1.67924601 -0.08617275           NA
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JACKSON       0.32869839   -0.56838836    -0.61558967 -0.01723455           NA
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## JONES         0.61363364   -0.75095421    -1.47615306  0.05170365           NA
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MECKLENBURG  -2.11151637    3.63062627    -0.47216244  0.32745644  8.221215738
## MITCHELL     -2.33069733   -0.75095421    -1.47615306  0.36192554           NA
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NEW HANOVER   0.46751300    1.31812546     0.10154648  0.49980194  1.145676923
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ONSLOW       -0.13888767    1.80496774    -0.18530798  0.56874014           NA
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PAMLICO       2.71777092   -0.69009893    -0.61558967  0.63767834           NA
## PASQUOTANK    1.18350416   -0.14240137     0.38840094  0.67214744           NA
## PENDER        0.46020697   -0.50753307    -0.75901690  0.70661654  0.059277852
## PERQUIMANS    0.73053016   -0.56838836     0.96210986  0.74108564           NA
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROCKINGHAM   -0.18272387    0.28358563     0.81868263  0.98236933           NA
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## SWAIN         0.39445268   -0.56838836     0.67525540  1.25812213 -0.294721053
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## TYRRELL      -0.68684009   -0.62924364     6.12549016  1.32706033           NA
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WARREN        0.45290094   -0.50753307     0.96210986  1.46493672           NA
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YADKIN       -0.43843499   -0.50753307    -0.18530798  1.67175132           NA
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                  objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.550973320 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE       -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN       -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK    -1.437921784 -1.404394211 -0.15683255 -0.059981613  0.39776518
## BUNCOMBE     -1.372555492 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.315761829 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.275041845 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN       -1.215033446 -1.216295482  0.81303764  0.956033415  0.91761991
## CARTERET     -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL      -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA      -1.139755053 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.104928750 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY         -1.074924551 -0.975119280  0.23846911  0.363186632  0.80083319
## CLEVELAND    -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS     -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN       -0.989466162 -0.871576525  0.43133100  0.323919951  0.17189396
## CUMBERLAND   -0.920081451 -0.853458045  0.70172574  0.605640258  0.15449471
## CURRITUCK    -0.863823577 -0.816308810  0.75035111  0.856364175  0.95925295
## DARE         -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON     -0.813727280 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.778097293 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.762291510 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.712195213 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.580926841 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.507791605 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES        -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM       -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.388846386 -0.389057471  1.10154925  0.990568906  1.31590536
## GREENE       -0.376791128 -0.354953000  0.44695998  0.045981888  0.62834818
## GUILFORD     -0.295083263 -0.336571510  0.96489613  0.935972082  0.84201485
## HALIFAX      -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.173191204 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON    -0.111843332 -0.183002938  0.33618615  0.416528055  0.72427617
## HERTFORD     -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE         -0.075677556 -0.113425667  1.94898003  1.905385397  1.65537018
## HYDE         -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL      -0.035761255 -0.060187717  0.22585625  0.316367651  0.17116760
## JACKSON       0.001208205 -0.010431040  0.47395741  0.179298882  0.09367096
## JOHNSTON      0.030676615  0.008371874  2.37685845  2.468148322  2.33210651
## JONES         0.055055027  0.057974393 -0.22865072 -0.114245508  0.09874559
## LEE           0.066842391  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.089345540  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.115331320  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.137030786  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.152836569  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.164623933  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.174536035  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG   0.328843346  0.317915592  1.27660075  1.343287862  1.20165323
## MITCHELL      0.481275394  0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY    0.490919601  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.512083277  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.544766423  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER   0.594326931  0.490496753  1.18572030  1.162888988  1.21618944
## NORTHAMPTON   0.632367969  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW        0.663979536  0.559125508  1.62830380  1.148581868  0.27139055
## ORANGE        0.709789519  0.593574368  1.29466131  1.003413274  0.80312107
## PAMLICO       0.733364247  0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK    0.743812138  0.678832956  0.16157464  0.020387756  0.06330203
## PENDER        0.759350027  0.712632828  1.11489329  1.144083936  1.34880504
## PERQUIMANS    0.771137391  0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON        0.781317387  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.814000533  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.842933153  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.869186828  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.903209447  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.937767855  0.954472307  0.15561782  0.169539503 -0.21387511
## ROCKINGHAM    0.979827313  0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN         1.023494139  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.062606756  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.088592535  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.107880949  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.127437258  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.148065145  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.172175662  1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN         1.191196181  1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA  1.201108283  1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL       1.209145122  1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION         1.238077743  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.274511413  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.405243996  1.421253533  2.44784241  2.463992051  2.43641174
## WARREN        1.531154475  1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON    1.539191314  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.551514468  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.579911299  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.614201813  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.643134433  1.627004518  0.04579453  0.096185685 -0.06459216
## YADKIN        1.665369688  1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY        1.676353368  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BERTIE       -1.467214596 -1.56569119  0.629732895  1.57186151 -0.813108302
## BLADEN       -1.029327891 -0.97742940  0.086926722  0.78239681  0.018435108
## BRUNSWICK     0.255482889  1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN        0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET     -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL      -0.559730560 -0.82380547  0.075415097  0.40298716 -0.736441505
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLAY          1.275613821  2.27201457 -1.334597054 -1.46938481  1.024962050
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## COLUMBUS     -0.826242496 -1.10371025  0.062613672  0.43884865 -0.083382405
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## CUMBERLAND    0.555944136  0.21271888  1.733875010  1.36106494  1.048268047
## CURRITUCK     0.881457071  2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE         -0.759135331  2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES        -1.053688272 -1.27686899 -0.151080775  0.31948314 -1.783382397
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## GREENE       -0.117675957 -0.53940054  1.388720654  1.06644200  1.218114490
## GUILFORD      1.031568930  0.41169559  1.472948939  1.03571088  0.702910222
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON     0.831023021  0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD     -0.878904301 -1.09628423  1.348398997  2.00393311 -0.009999555
## HOKE          1.154998956  0.77206560  2.870644840  1.57115533  2.911189052
## HYDE         -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON       0.573160847  2.25203943 -0.572855466 -0.82500545  0.425410117
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## JONES         0.158138360 -0.06259432  0.187468855  0.18170375  1.344785681
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MECKLENBURG   1.309161485  0.47216469  1.903671316  1.06696629 -0.006750140
## MITCHELL     -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NEW HANOVER   1.758967261  1.34211003 -0.148811835 -0.46656097  0.631692916
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ONSLOW        0.803744707  0.69809618  0.746568343  0.10344830  1.385246829
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PAMLICO      -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK   -0.032459741 -0.41214018  0.774315771  0.83736671 -0.139539640
## PENDER        0.912358791  1.22682154 -0.016511775 -0.42951689  0.132973028
## PERQUIMANS   -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROCKINGHAM   -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN        -1.003935445  0.19898581 -0.074653345 -0.14898186  0.049927221
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL      -2.081161655 -1.88718401 -0.305488066  0.37174577 -1.723568054
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WARREN       -0.453553613  0.55083219  1.268678148  1.43921375  0.235494100
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YADKIN       -0.174084074 -0.66610710 -0.933097153 -0.93372437  0.020630400
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE        0.89310377  0.04436018  0.52589995 -1.200508907 -0.900531196
## BLADEN        1.68647779  0.04494203  0.75687022 -0.690165562  0.699819483
## BRUNSWICK    -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CAMDEN       -2.18289532  0.49929710 -0.64077720  0.092961960 -1.434667537
## CARTERET     -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL      -0.09490631  0.89745041  1.07524756 -0.661743264 -0.873946148
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY          0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## COLUMBUS      0.96303732  0.03860365  0.33341295 -0.622713410 -0.324780879
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## CUMBERLAND    0.37755172 -1.33389364 -1.28075675  1.664926555  1.950416390
## CURRITUCK    -1.87108086 -0.50276659 -1.49590185  0.461286998 -0.817585854
## DARE         -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GATES        -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## GREENE        0.52601582  3.48205530  2.24450704  0.097961848 -0.087259326
## GUILFORD      0.10234208 -0.55317177 -0.72791480  0.900101315  0.974557665
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON    -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD      1.22452461  0.72375937  1.22291305 -0.673336570 -0.316393184
## HOKE          0.64837420  0.91038371 -0.03393701  3.478085717  2.226386624
## HYDE         -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JACKSON       0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## JONES         1.59094551  0.91615559  0.62996915 -0.561666152 -0.534614542
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MECKLENBURG  -1.38251028 -0.64918706 -1.23688827  1.611351185  1.368651782
## MITCHELL     -0.71661499 -0.72093018  0.35761412 -1.018977281 -1.168451385
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NEW HANOVER  -0.57984138 -1.51926000 -1.88677673  0.492161303 -0.270424172
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ONSLOW       -0.07241957 -1.41138785 -1.42682007  3.366586145  3.192561254
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PAMLICO      -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK    0.02452508 -0.32424509 -0.36618049  0.535451994  1.827166779
## PENDER       -1.29821643  0.22247700 -0.82786872  0.829273501 -0.303631044
## PERQUIMANS   -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROCKINGHAM    0.07826933  0.29400475  0.38494488 -0.355904741 -0.118185498
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## SWAIN         0.22042007  0.61353236  1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL       0.05549840  0.21390936  0.99387380 -1.811495145 -2.441358847
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WARREN        0.45581098  0.83278390  0.69799695 -0.715186504 -0.567839183
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YADKIN        0.32531929  0.66191772  0.60128558 -0.273815493  0.275917808
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BERTIE       -1.01024062  0.371635232 -0.350089471  0.57397484  1.54650367
## BLADEN       -0.82167315  0.309612574 -1.264704749 -0.66379603  1.17633741
## BRUNSWICK     2.36548995  2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CAMDEN        0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET     -0.69591033  1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL      -0.21478328  0.232579300  0.560135215  0.29391958  0.29046103
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLAY          3.01832829  2.042282705  0.084667380 -1.23951374 -1.05761781
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## COLUMBUS     -0.62895922  0.252595481 -0.311130261  0.27575141  0.66540473
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## CUMBERLAND   -1.25447374 -1.604980885 -1.613836001 -1.20780238  1.20954385
## CURRITUCK    -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE         -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GATES        -0.76466866  0.225716219 -0.129976726  0.76767672 -0.18148170
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## GREENE       -0.36540242 -1.040506686 -0.267639212 -0.41814127  1.02307576
## GUILFORD     -0.14325639 -1.056752450  0.597898585  0.80556894  0.85986156
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## HENDERSON     2.08411108  1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD     -0.48358560  0.009031768 -0.041495096  0.75991704  1.99973369
## HOKE         -1.23035794 -1.872549119 -1.945109363 -1.54712949  1.46582495
## HYDE         -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON       0.62993906  0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## JONES         0.40992753  0.244665587  0.900406125  0.29302811  0.66579110
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MECKLENBURG  -1.07644237 -1.834937301 -1.288880819 -1.02443684  0.39871428
## MITCHELL     -0.16932858  1.323880667  1.340175895  1.27825539 -1.32048068
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NEW HANOVER   0.71352223 -0.677254452  0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ONSLOW       -1.52065908 -2.045873699 -1.862301247 -1.43317870  0.05883044
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO       0.12159946  1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK   -0.37983676 -0.490568634  1.121255033  1.83480376  0.67613510
## PENDER        0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS    0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROCKINGHAM   -0.18806112  0.180602471  2.264263714  1.80725477 -0.20027731
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## SWAIN        -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## TYRRELL      -1.51688575 -0.333190387  0.064615701  0.46996201  0.31477145
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN        0.77620698  1.241012717  0.592035612  0.07173488  1.29751527
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YADKIN       -0.17515611 -0.007772497  0.634949243  0.77242875 -0.63848971
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE        0.280263084  1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN        0.049535447  0.924710282 -0.742776800 -0.043585177  0.22623096
## BRUNSWICK    -0.949575262 -1.007803391           NA           NA          NA
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CAMDEN       -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET     -1.710736349 -0.867061449           NA           NA          NA
## CASWELL      -0.142823470  0.292053424 -0.330610576  0.150403735  0.06783330
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY         -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## COLUMBUS      0.052428051  0.677636819 -0.655470325 -0.001177405  0.24568986
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## CUMBERLAND    1.683525973  1.451080823           NA           NA          NA
## CURRITUCK    -0.940853085 -1.716172789           NA           NA          NA
## DARE         -1.586277531 -1.088716466           NA           NA          NA
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GATES        -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## GREENE        1.555641776  1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD      1.378265556  0.878644323           NA           NA          NA
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON    -0.779476275 -1.195637166           NA           NA          NA
## HERTFORD      1.146837516  1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE          3.159178992  2.222114061           NA           NA          NA
## HYDE         -0.747540567  0.416542749           NA           NA          NA
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JACKSON      -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## JONES         0.531576629  0.814895568 -0.912323133 -0.356819074  0.21331666
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG   1.421014329  0.682642787           NA           NA          NA
## MITCHELL     -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NEW HANOVER   0.120294279 -0.796042048           NA           NA          NA
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW        1.128607424  0.055384942           NA           NA          NA
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PAMLICO      -1.089267718 -0.179299041           NA           NA          NA
## PASQUOTANK    0.565260137  0.545874101  0.094871540 -1.108922166 -1.04931060
## PENDER        0.011987751 -0.869046004           NA           NA          NA
## PERQUIMANS   -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROCKINGHAM   -0.389421203 -0.138855845  0.139742771  0.352652680  0.18041836
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN        -0.071931332  0.552296311           NA           NA          NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL      -0.749560212  0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WARREN        1.072157215  1.573991899 -0.411699378  0.159624308  0.14180353
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YADKIN       -0.745439655 -0.615258083  0.080164228  0.050728740  0.05450729
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE       -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN       -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK     0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CAMDEN       -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET     -0.23073179 -1.0996440305 -0.38558865          NA          NA
## CASWELL      -0.28555880 -0.9028589751 -0.64720833  0.29626280  0.39104107
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY         -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## COLUMBUS     -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND    1.64590137  0.3987382459  0.58991512  0.28588928  1.05690244
## CURRITUCK    -0.60193471 -0.8939629357 -0.74628712          NA          NA
## DARE         -0.74271582 -0.5782484522 -0.49856305          NA          NA
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GATES        -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## GREENE       -0.57889051 -1.0091219642 -0.67532329 -0.52291643  0.03646312
## GUILFORD     -0.63822401  1.7202947905  4.28200276  1.71361935  0.73702497
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## HENDERSON     1.45729178 -0.4358421728  0.43365902  0.12067284 -0.47209279
## HERTFORD     -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE          0.24179917  1.7509544454 -0.62866790  0.21940161  0.63986843
## HYDE         -0.71603536 -1.2405711919 -0.79800385          NA          NA
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JACKSON       0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## JONES        -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG   0.13633476  1.6391632205  3.44154499  1.78327971  1.95097228
## MITCHELL     -0.54540765 -1.1068666393 -0.51711193  0.49048560 -1.44853890
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NEW HANOVER   1.01812837  0.7480951930  2.85532484          NA          NA
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW        3.29797089 -0.4326286818  0.11385969          NA          NA
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PAMLICO      -0.27756800 -0.6133900348 -0.63101577          NA          NA
## PASQUOTANK   -0.59561134  1.6162199173  0.24167597 -0.83067330 -1.55028031
## PENDER       -0.32307110 -0.8974724058 -0.62715617          NA          NA
## PERQUIMANS   -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROCKINGHAM   -0.53099515  1.1109891082  0.24477682  0.69193016  0.15580888
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## SWAIN        -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## TYRRELL      -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WARREN       -0.51074332 -1.1034068117 -0.75125257 -0.33065363  0.22721576
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YADKIN        1.00384839 -0.5322699018 -0.52455960  0.79856206  0.42050642
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BERTIE        0.84930527  1.21626497  0.240487206 -0.21418362  1.327428984
## BLADEN        0.54443487  0.87024475  0.258247646 -0.14555269  0.815867748
## BRUNSWICK             NA          NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN       -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET              NA          NA -0.497863082 -0.55001641           NA
## CASWELL       0.13695546  0.24962024  0.073884550 -0.25862046  0.255853628
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLAY         -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## COLUMBUS      0.41146822  0.63715075  0.368017951  0.10587420  0.563557310
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND            NA          NA  3.790988314  1.23346975  1.432968711
## CURRITUCK             NA          NA -0.495769201 -0.38218363           NA
## DARE                  NA          NA -0.172198065 -0.63287151           NA
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GATES        -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## GREENE        1.05920534  1.36069505  0.262273043 -0.12428985  1.418393227
## GUILFORD              NA          NA  0.088469864  5.58645004  0.913716580
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON             NA          NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD      1.25670845  1.62717076  0.258241034  0.27860903  1.674905079
## HOKE                  NA          NA  1.617013815 -0.03942649  2.199372639
## HYDE                  NA          NA  0.021869257 -0.28080114           NA
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JACKSON      -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES         0.40574923  0.72481446  0.251586886 -0.23400067  0.697872585
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MECKLENBURG           NA          NA  0.681097453  3.09945441  0.716510062
## MITCHELL     -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NEW HANOVER           NA          NA -0.002741639  0.13758055           NA
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ONSLOW                NA          NA  2.775345509  0.32123965           NA
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO               NA          NA -0.191128031 -0.27418643           NA
## PASQUOTANK    0.65731721  0.41347347  0.063195777  0.76326483  0.482084708
## PENDER                NA          NA -0.424776942 -0.59188553           NA
## PERQUIMANS   -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROCKINGHAM   -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN                 NA          NA  0.246087002 -0.27390230  0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL       0.26762975  0.39946077  0.031660963 -0.25989055  0.503622728
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN        1.17621419  1.56756222  0.400793041 -0.20961961  1.509088290
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YADKIN       -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2 region     arealand   areawater     npl_cnt
## ALAMANCE      0.14707431    NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER    -1.06191144    NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY    -0.34379575    NaN  0.328343365 -0.20478671 -0.43775435
## ANSON         1.20419473    NaN  0.769489687 -0.19384627 -0.43775435
## ASHE         -0.96370154    NaN  0.196678409 -0.20402142  3.21361669
## AVERY        -0.57618873    NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT      0.17341199    NaN  0.491319505  0.03255237  1.85739316
## BERTIE        1.26888571    NaN  1.232149603 -0.07486345 -0.43775435
## BLADEN        0.83545054    NaN  0.786029195 -0.18632318 -0.43775435
## BRUNSWICK    -0.95005805    NaN -0.457896729 -0.06695762  1.34736038
## BUNCOMBE     -1.11314654    NaN -0.800393197 -0.21188788  1.12711895
## BURKE        -0.61640781    NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS     -0.81138560    NaN -0.828204332 -0.21146970  0.41682185
## CALDWELL     -0.84302939    NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN       -1.19456777    NaN  1.569582455  0.55311104 -0.43775435
## CARTERET              NA    NaN -0.615841754  0.53819299 -0.43775435
## CASWELL       0.23611939    NaN  0.482100932 -0.20116871 -0.43775435
## CATAWBA      -0.70799113    NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM      -1.03232138    NaN  0.207055054 -0.16211760 -0.43775435
## CHEROKEE     -0.92086591    NaN  0.353694045 -0.17850877 -0.43775435
## CHOWAN        0.29599979    NaN -0.266054507  0.07314443 -0.43775435
## CLAY         -1.03587837    NaN  0.950938593 -0.15888632 -0.43775435
## CLEVELAND    -0.02087357    NaN -0.683477080 -0.20999889  0.60549452
## COLUMBUS      0.58019700    NaN  0.238989406 -0.18974009  1.27139805
## CRAVEN       -0.20783794    NaN -0.351610181 -0.14483740  0.81740444
## CUMBERLAND    1.49658356    NaN -0.861079725 -0.21137222  0.38614475
## CURRITUCK             NA    NaN  0.073622529  0.94625169 -0.43775435
## DARE                  NA    NaN -0.289683996  2.16756344 -0.43775435
## DAVIDSON     -0.75494771    NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE        -1.55112952    NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN        1.61522210    NaN  0.504046521 -0.20276248 -0.43775435
## DURHAM        1.44171445    NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE     1.52665866    NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH       0.40070479    NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN      0.02668737    NaN  0.002826467 -0.20728634 -0.43775435
## GASTON       -0.35052231    NaN -0.946516334 -0.21033481  1.41959046
## GATES        -0.20853545    NaN  1.172714924 -0.17961118 -0.43775435
## GRAHAM       -0.38065412    NaN  1.333910858 -0.13381958 -0.43775435
## GRANVILLE     0.22602618    NaN  0.018146839 -0.20185370  4.58288083
## GREENE        1.42240837    NaN  0.275968704 -0.21098455 -0.43775435
## GUILFORD      0.86397444    NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX       1.32278802    NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT       0.45787071    NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD      -1.18541869    NaN -0.319037045 -0.21207245  2.90933577
## HENDERSON    -1.18847067    NaN -0.739698682 -0.21140951  0.67794235
## HERTFORD      1.62223765    NaN  0.148117210 -0.18832121 -0.43775435
## HOKE          2.24152143    NaN -0.049393346 -0.20934299 -0.43775435
## HYDE                  NA    NaN  5.674993783  9.06729234 -0.43775435
## IREDELL      -1.05506184    NaN -0.743199935 -0.19971608  0.99671284
## JACKSON      -0.55721156    NaN  0.168278148 -0.20383617 -0.43775435
## JOHNSTON     -0.40394277    NaN -0.458955122 -0.20986697 -0.43775435
## JONES         0.67833190    NaN  3.376171617 -0.19148229 -0.43775435
## LEE           0.60694252    NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR        0.98841279    NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN      -1.32322119    NaN -0.690882007 -0.20149685 -0.43775435
## MACON        -0.78006731    NaN -0.142930960 -0.20191393 -0.43775435
## MADISON      -0.90253032    NaN  0.136606430 -0.20375672 -0.43775435
## MARTIN       -1.13989292    NaN  0.778051469 -0.20568008 -0.43775435
## MCDOWELL      0.57901497    NaN  0.356495354 -0.21245964 -0.43775435
## MECKLENBURG   0.72308210    NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL     -0.94236281    NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY    0.36614948    NaN  0.396721249 -0.18344596 -0.43775435
## MOORE        -1.10988917    NaN -0.272192049 -0.20413176  3.79014896
## NASH          0.62062730    NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER           NA    NaN -0.976611190 -0.13846857  0.23166367
## NORTHAMPTON   1.05805962    NaN  0.532517714 -0.17178179 -0.43775435
## ONSLOW                NA    NaN -0.557122739 -0.11522645  1.23579071
## ORANGE       -0.77412768    NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO               NA    NaN  0.631305150  0.92551665 -0.43775435
## PASQUOTANK    0.40859627    NaN -0.504860846 -0.05539884 -0.43775435
## PENDER                NA    NaN  0.720248215 -0.08415336 -0.43775435
## PERQUIMANS   -0.22835817    NaN  0.281062691  0.23487093 -0.43775435
## PERSON       -0.06779035    NaN -0.083489394 -0.18287358  2.65186730
## PITT          0.97824027    NaN -0.632701501 -0.21118084 -0.43775435
## POLK         -1.44081133    NaN  0.228879650 -0.20920649 -0.43775435
## RANDOLPH     -0.65011436    NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND      0.65196018    NaN -0.317630234 -0.20373942  1.52151791
## ROBESON       2.88169559    NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM   -0.19769661    NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN        -0.32710034    NaN -0.722371776 -0.20465464  0.41682185
## RUTHERFORD   -0.59536847    NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON       1.12700698    NaN  0.308891900 -0.21058404 -0.43775435
## SCOTLAND      1.50863725    NaN -0.299998875 -0.20974922 -0.43775435
## STANLY       -0.74468719    NaN -0.513897107 -0.19942834 -0.43775435
## STOKES       -1.42824365    NaN -0.123581246 -0.19895906 -0.43775435
## SURRY        -0.55584594    NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN         0.43168784    NaN  1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571    NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL       0.43351026    NaN  4.092415028  2.50143335 -0.43775435
## UNION        -1.61810220    NaN -0.675932054 -0.20892103 -0.43775435
## VANCE         1.70079872    NaN -0.576223096 -0.18090348 -0.43775435
## WAKE         -0.72067738    NaN -0.961177321 -0.21012158  0.09189507
## WARREN        1.52449601    NaN  0.811621841 -0.14680105 -0.43775435
## WASHINGTON    0.68279628    NaN  0.446954465  0.11721287 -0.43775435
## WATAUGA      -0.86298958    NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE         1.03479845    NaN -0.593629014 -0.21002582 -0.43775435
## WILKES       -0.69757818    NaN -0.139983273 -0.21007464 -0.43775435
## WILSON        1.19466978    NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN       -0.68669136    NaN -0.290583001 -0.20680345  2.43118004
## YANCEY       -0.78424798    NaN  0.509521564 -0.21038457 -0.43775435
##                  tsdf_cnt shape_length   shape_area
## ALAMANCE      0.318872389 -1.004614926 -0.570739709
## ALEXANDER    -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY    -1.240170076  0.491340833  0.084238178
## ANSON        -0.467486749  0.533792116  0.298876995
## ASHE          0.094464762  0.621000504  0.009792536
## AVERY        -1.240170076  0.371453730 -0.143457939
## BEAUFORT     -0.820713413  0.340911248  0.284172306
## BERTIE       -0.506120915  1.140111892  0.649596214
## BLADEN       -0.293009869  0.630311176  0.303099794
## BRUNSWICK     0.391050281 -0.510881985 -0.304036519
## BUNCOMBE      1.238437479 -0.881475362 -0.556184260
## BURKE         0.531672726 -0.498977247 -0.388721264
## CABARRUS      0.633997994 -1.066718248 -0.571982807
## CALDWELL      2.074890649 -0.679360962 -0.431435266
## CAMDEN       -1.240170076  1.730298210  1.200811811
## CARTERET     -0.628462442 -0.337150890 -0.052951600
## CASWELL      -1.240170076  0.521776108  0.170289104
## CATAWBA       2.314173228 -0.882699399 -0.552577113
## CHATHAM      -0.401256749  0.198116582  0.025501297
## CHEROKEE      0.158018802  0.633198385  0.085796213
## CHOWAN       -1.240170076  0.014587738 -0.097867343
## CLAY         -1.240170076  1.110120758  0.418134268
## CLEVELAND     0.285126881 -0.714674750 -0.492521571
## COLUMBUS     -0.303086041  0.147238464  0.002483129
## CRAVEN       -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND   -0.110863675 -1.112983200 -0.590862701
## CURRITUCK    -1.240170076  1.293404201  0.587141868
## DARE         -0.322608625  0.821384240  1.040224736
## DAVIDSON      0.391050281 -0.822743479 -0.520073488
## DAVIE        -0.065691419 -0.242226375 -0.321530179
## DUPLIN       -0.808376452  0.545875870  0.149929092
## DURHAM        2.502041331 -1.235448270 -0.640356895
## EDGECOMBE    -0.615447386 -0.423063400 -0.317212035
## FORSYTH       1.599361656 -1.272893626 -0.649383282
## FRANKLIN      0.717294352  0.163158097 -0.106020664
## GASTON        0.796498115 -1.176103576 -0.636061049
## GATES        -1.240170076  1.294733302  0.570402989
## GRAHAM        0.594952826  1.270647421  0.648689061
## GRANVILLE     1.971295002 -0.031018608 -0.091011577
## GREENE       -1.240170076  0.502453166  0.032315528
## GUILFORD      2.530630406 -1.232231086 -0.629058691
## HALIFAX      -0.664445244 -0.250853411 -0.183307771
## HARNETT      -0.758826364 -0.388545948 -0.355942192
## HAYWOOD      -0.628462442 -0.386225985 -0.292858921
## HENDERSON     1.002757915 -0.763241984 -0.523910527
## HERTFORD      0.305196578  0.236667229 -0.009904929
## HOKE         -1.240170076 -0.287568870 -0.151112951
## HYDE         -1.240170076  5.504819980  8.075111099
## IREDELL       0.594952826 -0.843780764 -0.517148468
## JACKSON      -0.675516875  0.271039588 -0.025960778
## JOHNSTON      0.158018802 -0.383091111 -0.368600293
## JONES        -1.240170076  3.009570357  1.710456544
## LEE           1.934096564 -0.723768701 -0.458256103
## LENOIR        0.009275304 -0.547612924 -0.404515822
## LINCOLN       1.108787238 -0.707358404 -0.491072384
## MACON         0.654150339  0.001205813 -0.189180064
## MADISON      -1.240170076  0.225651756 -0.045386389
## MARTIN       -0.322608625  0.883408796  0.319251982
## MCDOWELL     -1.240170076  0.510569931  0.082565186
## MECKLENBURG   1.378599902 -1.397887086 -0.676396884
## MITCHELL     -0.191528418  0.347444959 -0.130452234
## MONTGOMERY   -0.572852657  0.480313017  0.110406818
## MOORE        -0.467486749 -0.308486478 -0.265527414
## NASH          0.792581446 -0.582029322 -0.405825418
## NEW HANOVER   2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON  -0.572852657  0.681602573  0.215617895
## ONSLOW       -0.016754808 -0.679049113 -0.376824363
## ORANGE        0.130055024 -0.914013746 -0.515467589
## PAMLICO      -0.110863675  0.960102942  0.839466233
## PASQUOTANK    0.453789526 -0.631161903 -0.301004457
## PENDER       -0.781389350  0.669304034  0.320501727
## PERQUIMANS   -0.016754808  0.497336451  0.297846450
## PERSON       -0.675516875 -0.275084353 -0.135809870
## PITT          1.359587368 -0.784158934 -0.463933171
## POLK         -1.240170076  0.478992829  0.003921703
## RANDOLPH      0.808339210 -0.483520731 -0.377405731
## RICHMOND     -0.882097314 -0.546654085 -0.293167956
## ROBESON      -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM    1.100276523 -0.505100704 -0.404351970
## ROWAN         0.633997994 -0.890402779 -0.509257528
## RUTHERFORD    0.171462925 -0.408967601 -0.317690388
## SAMPSON      -0.913926004  0.296646237  0.041406525
## SCOTLAND      0.391050281 -0.440327524 -0.288602261
## STANLY       -0.282714649 -0.542800059 -0.394524569
## STOKES       -0.293009869  0.101912849 -0.167127224
## SURRY        -0.493679404 -0.374739388 -0.374067373
## SWAIN        -0.016754808  1.284892227  0.918116029
## TRANSYLVANIA  1.696026566  0.054430987 -0.164750793
## TYRRELL      -1.240170076  2.980738642  3.653548900
## UNION         1.610506276 -0.806133576 -0.489699968
## VANCE        -0.350413517 -0.667579270 -0.410475601
## WAKE          1.147506315 -1.264027586 -0.643084940
## WARREN       -1.240170076  0.884737703  0.385311410
## WASHINGTON   -1.240170076  0.391475220  0.315462626
## WATAUGA      -0.293009869 -0.104195162 -0.339018720
## WAYNE        -0.457184304 -0.634007708 -0.443398130
## WILKES       -0.132171343 -0.054790683 -0.185189481
## WILSON        0.628318697 -0.779954595 -0.464878472
## YADKIN       -0.715849247 -0.254633806 -0.267708420
## YANCEY        1.018442726  0.833917367  0.169358183
dplyr::select_if(ej.scaled, is.numeric)
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BERTIE        1.00815938   -0.56838836     0.10154648 -1.46493672           NA
## BLADEN        0.40906474   -0.38582250     0.38840094 -1.43046762           NA
## BRUNSWICK    -0.18272387   -0.56838836    -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CAMDEN       -0.40190483   -0.69009893    -0.18530798 -1.22365303           NA
## CARTERET      0.18257774   -0.32496722    -0.04188075 -1.18918393 -0.296237734
## CASWELL       0.09490536   -0.50753307     0.67525540 -1.15471483           NA
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLAY         -0.46765912   -0.75095421    -1.47615306 -0.98236933           NA
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## COLUMBUS      0.42367681   -0.14240137     0.38840094 -0.91343113           NA
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND   -2.36722749    2.10924416     0.53182817 -0.84449293 -0.077232547
## CURRITUCK    -2.22841288   -0.69009893    -0.61558967 -0.81002384 -0.308725405
## DARE         -1.15442615   -0.69009893    -1.04587136 -0.77555474           NA
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GATES        -0.70145215   -0.69009893    -0.04188075 -0.46533284           NA
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## GREENE        0.92779303   -0.56838836    -0.04188075 -0.36192554           NA
## GUILFORD      0.65016381    3.75233684    -0.32873521 -0.32745644  0.279542515
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## HENDERSON    -0.32884451    0.04016449     0.10154648 -0.18958005 -0.044397375
## HERTFORD      0.86934477   -0.38582250     1.10553709 -0.15511095           NA
## HOKE         -1.00830550   -0.26411193    -0.04188075 -0.12064185           NA
## HYDE          0.21910791   -0.69009893     1.67924601 -0.08617275           NA
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JACKSON       0.32869839   -0.56838836    -0.61558967 -0.01723455           NA
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## JONES         0.61363364   -0.75095421    -1.47615306  0.05170365           NA
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MECKLENBURG  -2.11151637    3.63062627    -0.47216244  0.32745644  8.221215738
## MITCHELL     -2.33069733   -0.75095421    -1.47615306  0.36192554           NA
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NEW HANOVER   0.46751300    1.31812546     0.10154648  0.49980194  1.145676923
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ONSLOW       -0.13888767    1.80496774    -0.18530798  0.56874014           NA
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PAMLICO       2.71777092   -0.69009893    -0.61558967  0.63767834           NA
## PASQUOTANK    1.18350416   -0.14240137     0.38840094  0.67214744           NA
## PENDER        0.46020697   -0.50753307    -0.75901690  0.70661654  0.059277852
## PERQUIMANS    0.73053016   -0.56838836     0.96210986  0.74108564           NA
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROCKINGHAM   -0.18272387    0.28358563     0.81868263  0.98236933           NA
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## SWAIN         0.39445268   -0.56838836     0.67525540  1.25812213 -0.294721053
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## TYRRELL      -0.68684009   -0.62924364     6.12549016  1.32706033           NA
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WARREN        0.45290094   -0.50753307     0.96210986  1.46493672           NA
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YADKIN       -0.43843499   -0.50753307    -0.18530798  1.67175132           NA
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                  objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.550973320 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE       -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN       -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK    -1.437921784 -1.404394211 -0.15683255 -0.059981613  0.39776518
## BUNCOMBE     -1.372555492 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.315761829 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.275041845 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN       -1.215033446 -1.216295482  0.81303764  0.956033415  0.91761991
## CARTERET     -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL      -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA      -1.139755053 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.104928750 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY         -1.074924551 -0.975119280  0.23846911  0.363186632  0.80083319
## CLEVELAND    -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS     -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN       -0.989466162 -0.871576525  0.43133100  0.323919951  0.17189396
## CUMBERLAND   -0.920081451 -0.853458045  0.70172574  0.605640258  0.15449471
## CURRITUCK    -0.863823577 -0.816308810  0.75035111  0.856364175  0.95925295
## DARE         -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON     -0.813727280 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.778097293 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.762291510 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.712195213 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.580926841 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.507791605 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES        -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM       -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.388846386 -0.389057471  1.10154925  0.990568906  1.31590536
## GREENE       -0.376791128 -0.354953000  0.44695998  0.045981888  0.62834818
## GUILFORD     -0.295083263 -0.336571510  0.96489613  0.935972082  0.84201485
## HALIFAX      -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.173191204 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON    -0.111843332 -0.183002938  0.33618615  0.416528055  0.72427617
## HERTFORD     -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE         -0.075677556 -0.113425667  1.94898003  1.905385397  1.65537018
## HYDE         -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL      -0.035761255 -0.060187717  0.22585625  0.316367651  0.17116760
## JACKSON       0.001208205 -0.010431040  0.47395741  0.179298882  0.09367096
## JOHNSTON      0.030676615  0.008371874  2.37685845  2.468148322  2.33210651
## JONES         0.055055027  0.057974393 -0.22865072 -0.114245508  0.09874559
## LEE           0.066842391  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.089345540  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.115331320  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.137030786  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.152836569  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.164623933  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.174536035  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG   0.328843346  0.317915592  1.27660075  1.343287862  1.20165323
## MITCHELL      0.481275394  0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY    0.490919601  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.512083277  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.544766423  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER   0.594326931  0.490496753  1.18572030  1.162888988  1.21618944
## NORTHAMPTON   0.632367969  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW        0.663979536  0.559125508  1.62830380  1.148581868  0.27139055
## ORANGE        0.709789519  0.593574368  1.29466131  1.003413274  0.80312107
## PAMLICO       0.733364247  0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK    0.743812138  0.678832956  0.16157464  0.020387756  0.06330203
## PENDER        0.759350027  0.712632828  1.11489329  1.144083936  1.34880504
## PERQUIMANS    0.771137391  0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON        0.781317387  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.814000533  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.842933153  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.869186828  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.903209447  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.937767855  0.954472307  0.15561782  0.169539503 -0.21387511
## ROCKINGHAM    0.979827313  0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN         1.023494139  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.062606756  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.088592535  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.107880949  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.127437258  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.148065145  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.172175662  1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN         1.191196181  1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA  1.201108283  1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL       1.209145122  1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION         1.238077743  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.274511413  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.405243996  1.421253533  2.44784241  2.463992051  2.43641174
## WARREN        1.531154475  1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON    1.539191314  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.551514468  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.579911299  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.614201813  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.643134433  1.627004518  0.04579453  0.096185685 -0.06459216
## YADKIN        1.665369688  1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY        1.676353368  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BERTIE       -1.467214596 -1.56569119  0.629732895  1.57186151 -0.813108302
## BLADEN       -1.029327891 -0.97742940  0.086926722  0.78239681  0.018435108
## BRUNSWICK     0.255482889  1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN        0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET     -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL      -0.559730560 -0.82380547  0.075415097  0.40298716 -0.736441505
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLAY          1.275613821  2.27201457 -1.334597054 -1.46938481  1.024962050
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## COLUMBUS     -0.826242496 -1.10371025  0.062613672  0.43884865 -0.083382405
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## CUMBERLAND    0.555944136  0.21271888  1.733875010  1.36106494  1.048268047
## CURRITUCK     0.881457071  2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE         -0.759135331  2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES        -1.053688272 -1.27686899 -0.151080775  0.31948314 -1.783382397
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## GREENE       -0.117675957 -0.53940054  1.388720654  1.06644200  1.218114490
## GUILFORD      1.031568930  0.41169559  1.472948939  1.03571088  0.702910222
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON     0.831023021  0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD     -0.878904301 -1.09628423  1.348398997  2.00393311 -0.009999555
## HOKE          1.154998956  0.77206560  2.870644840  1.57115533  2.911189052
## HYDE         -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON       0.573160847  2.25203943 -0.572855466 -0.82500545  0.425410117
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## JONES         0.158138360 -0.06259432  0.187468855  0.18170375  1.344785681
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MECKLENBURG   1.309161485  0.47216469  1.903671316  1.06696629 -0.006750140
## MITCHELL     -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NEW HANOVER   1.758967261  1.34211003 -0.148811835 -0.46656097  0.631692916
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ONSLOW        0.803744707  0.69809618  0.746568343  0.10344830  1.385246829
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PAMLICO      -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK   -0.032459741 -0.41214018  0.774315771  0.83736671 -0.139539640
## PENDER        0.912358791  1.22682154 -0.016511775 -0.42951689  0.132973028
## PERQUIMANS   -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROCKINGHAM   -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN        -1.003935445  0.19898581 -0.074653345 -0.14898186  0.049927221
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL      -2.081161655 -1.88718401 -0.305488066  0.37174577 -1.723568054
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WARREN       -0.453553613  0.55083219  1.268678148  1.43921375  0.235494100
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YADKIN       -0.174084074 -0.66610710 -0.933097153 -0.93372437  0.020630400
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE        0.89310377  0.04436018  0.52589995 -1.200508907 -0.900531196
## BLADEN        1.68647779  0.04494203  0.75687022 -0.690165562  0.699819483
## BRUNSWICK    -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CAMDEN       -2.18289532  0.49929710 -0.64077720  0.092961960 -1.434667537
## CARTERET     -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL      -0.09490631  0.89745041  1.07524756 -0.661743264 -0.873946148
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY          0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## COLUMBUS      0.96303732  0.03860365  0.33341295 -0.622713410 -0.324780879
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## CUMBERLAND    0.37755172 -1.33389364 -1.28075675  1.664926555  1.950416390
## CURRITUCK    -1.87108086 -0.50276659 -1.49590185  0.461286998 -0.817585854
## DARE         -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GATES        -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## GREENE        0.52601582  3.48205530  2.24450704  0.097961848 -0.087259326
## GUILFORD      0.10234208 -0.55317177 -0.72791480  0.900101315  0.974557665
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON    -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD      1.22452461  0.72375937  1.22291305 -0.673336570 -0.316393184
## HOKE          0.64837420  0.91038371 -0.03393701  3.478085717  2.226386624
## HYDE         -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JACKSON       0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## JONES         1.59094551  0.91615559  0.62996915 -0.561666152 -0.534614542
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MECKLENBURG  -1.38251028 -0.64918706 -1.23688827  1.611351185  1.368651782
## MITCHELL     -0.71661499 -0.72093018  0.35761412 -1.018977281 -1.168451385
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NEW HANOVER  -0.57984138 -1.51926000 -1.88677673  0.492161303 -0.270424172
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ONSLOW       -0.07241957 -1.41138785 -1.42682007  3.366586145  3.192561254
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PAMLICO      -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK    0.02452508 -0.32424509 -0.36618049  0.535451994  1.827166779
## PENDER       -1.29821643  0.22247700 -0.82786872  0.829273501 -0.303631044
## PERQUIMANS   -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROCKINGHAM    0.07826933  0.29400475  0.38494488 -0.355904741 -0.118185498
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## SWAIN         0.22042007  0.61353236  1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL       0.05549840  0.21390936  0.99387380 -1.811495145 -2.441358847
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WARREN        0.45581098  0.83278390  0.69799695 -0.715186504 -0.567839183
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YADKIN        0.32531929  0.66191772  0.60128558 -0.273815493  0.275917808
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BERTIE       -1.01024062  0.371635232 -0.350089471  0.57397484  1.54650367
## BLADEN       -0.82167315  0.309612574 -1.264704749 -0.66379603  1.17633741
## BRUNSWICK     2.36548995  2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CAMDEN        0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET     -0.69591033  1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL      -0.21478328  0.232579300  0.560135215  0.29391958  0.29046103
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLAY          3.01832829  2.042282705  0.084667380 -1.23951374 -1.05761781
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## COLUMBUS     -0.62895922  0.252595481 -0.311130261  0.27575141  0.66540473
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## CUMBERLAND   -1.25447374 -1.604980885 -1.613836001 -1.20780238  1.20954385
## CURRITUCK    -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE         -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GATES        -0.76466866  0.225716219 -0.129976726  0.76767672 -0.18148170
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## GREENE       -0.36540242 -1.040506686 -0.267639212 -0.41814127  1.02307576
## GUILFORD     -0.14325639 -1.056752450  0.597898585  0.80556894  0.85986156
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## HENDERSON     2.08411108  1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD     -0.48358560  0.009031768 -0.041495096  0.75991704  1.99973369
## HOKE         -1.23035794 -1.872549119 -1.945109363 -1.54712949  1.46582495
## HYDE         -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON       0.62993906  0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## JONES         0.40992753  0.244665587  0.900406125  0.29302811  0.66579110
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MECKLENBURG  -1.07644237 -1.834937301 -1.288880819 -1.02443684  0.39871428
## MITCHELL     -0.16932858  1.323880667  1.340175895  1.27825539 -1.32048068
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NEW HANOVER   0.71352223 -0.677254452  0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ONSLOW       -1.52065908 -2.045873699 -1.862301247 -1.43317870  0.05883044
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO       0.12159946  1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK   -0.37983676 -0.490568634  1.121255033  1.83480376  0.67613510
## PENDER        0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS    0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROCKINGHAM   -0.18806112  0.180602471  2.264263714  1.80725477 -0.20027731
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## SWAIN        -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## TYRRELL      -1.51688575 -0.333190387  0.064615701  0.46996201  0.31477145
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN        0.77620698  1.241012717  0.592035612  0.07173488  1.29751527
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YADKIN       -0.17515611 -0.007772497  0.634949243  0.77242875 -0.63848971
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE        0.280263084  1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN        0.049535447  0.924710282 -0.742776800 -0.043585177  0.22623096
## BRUNSWICK    -0.949575262 -1.007803391           NA           NA          NA
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CAMDEN       -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET     -1.710736349 -0.867061449           NA           NA          NA
## CASWELL      -0.142823470  0.292053424 -0.330610576  0.150403735  0.06783330
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY         -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## COLUMBUS      0.052428051  0.677636819 -0.655470325 -0.001177405  0.24568986
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## CUMBERLAND    1.683525973  1.451080823           NA           NA          NA
## CURRITUCK    -0.940853085 -1.716172789           NA           NA          NA
## DARE         -1.586277531 -1.088716466           NA           NA          NA
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GATES        -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## GREENE        1.555641776  1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD      1.378265556  0.878644323           NA           NA          NA
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON    -0.779476275 -1.195637166           NA           NA          NA
## HERTFORD      1.146837516  1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE          3.159178992  2.222114061           NA           NA          NA
## HYDE         -0.747540567  0.416542749           NA           NA          NA
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JACKSON      -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## JONES         0.531576629  0.814895568 -0.912323133 -0.356819074  0.21331666
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG   1.421014329  0.682642787           NA           NA          NA
## MITCHELL     -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NEW HANOVER   0.120294279 -0.796042048           NA           NA          NA
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW        1.128607424  0.055384942           NA           NA          NA
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PAMLICO      -1.089267718 -0.179299041           NA           NA          NA
## PASQUOTANK    0.565260137  0.545874101  0.094871540 -1.108922166 -1.04931060
## PENDER        0.011987751 -0.869046004           NA           NA          NA
## PERQUIMANS   -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROCKINGHAM   -0.389421203 -0.138855845  0.139742771  0.352652680  0.18041836
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN        -0.071931332  0.552296311           NA           NA          NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL      -0.749560212  0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WARREN        1.072157215  1.573991899 -0.411699378  0.159624308  0.14180353
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YADKIN       -0.745439655 -0.615258083  0.080164228  0.050728740  0.05450729
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE       -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN       -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK     0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CAMDEN       -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET     -0.23073179 -1.0996440305 -0.38558865          NA          NA
## CASWELL      -0.28555880 -0.9028589751 -0.64720833  0.29626280  0.39104107
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY         -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## COLUMBUS     -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND    1.64590137  0.3987382459  0.58991512  0.28588928  1.05690244
## CURRITUCK    -0.60193471 -0.8939629357 -0.74628712          NA          NA
## DARE         -0.74271582 -0.5782484522 -0.49856305          NA          NA
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GATES        -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## GREENE       -0.57889051 -1.0091219642 -0.67532329 -0.52291643  0.03646312
## GUILFORD     -0.63822401  1.7202947905  4.28200276  1.71361935  0.73702497
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## HENDERSON     1.45729178 -0.4358421728  0.43365902  0.12067284 -0.47209279
## HERTFORD     -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE          0.24179917  1.7509544454 -0.62866790  0.21940161  0.63986843
## HYDE         -0.71603536 -1.2405711919 -0.79800385          NA          NA
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JACKSON       0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## JONES        -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG   0.13633476  1.6391632205  3.44154499  1.78327971  1.95097228
## MITCHELL     -0.54540765 -1.1068666393 -0.51711193  0.49048560 -1.44853890
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NEW HANOVER   1.01812837  0.7480951930  2.85532484          NA          NA
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW        3.29797089 -0.4326286818  0.11385969          NA          NA
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PAMLICO      -0.27756800 -0.6133900348 -0.63101577          NA          NA
## PASQUOTANK   -0.59561134  1.6162199173  0.24167597 -0.83067330 -1.55028031
## PENDER       -0.32307110 -0.8974724058 -0.62715617          NA          NA
## PERQUIMANS   -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROCKINGHAM   -0.53099515  1.1109891082  0.24477682  0.69193016  0.15580888
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## SWAIN        -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## TYRRELL      -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WARREN       -0.51074332 -1.1034068117 -0.75125257 -0.33065363  0.22721576
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YADKIN        1.00384839 -0.5322699018 -0.52455960  0.79856206  0.42050642
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BERTIE        0.84930527  1.21626497  0.240487206 -0.21418362  1.327428984
## BLADEN        0.54443487  0.87024475  0.258247646 -0.14555269  0.815867748
## BRUNSWICK             NA          NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN       -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET              NA          NA -0.497863082 -0.55001641           NA
## CASWELL       0.13695546  0.24962024  0.073884550 -0.25862046  0.255853628
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLAY         -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## COLUMBUS      0.41146822  0.63715075  0.368017951  0.10587420  0.563557310
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND            NA          NA  3.790988314  1.23346975  1.432968711
## CURRITUCK             NA          NA -0.495769201 -0.38218363           NA
## DARE                  NA          NA -0.172198065 -0.63287151           NA
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GATES        -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## GREENE        1.05920534  1.36069505  0.262273043 -0.12428985  1.418393227
## GUILFORD              NA          NA  0.088469864  5.58645004  0.913716580
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON             NA          NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD      1.25670845  1.62717076  0.258241034  0.27860903  1.674905079
## HOKE                  NA          NA  1.617013815 -0.03942649  2.199372639
## HYDE                  NA          NA  0.021869257 -0.28080114           NA
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JACKSON      -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES         0.40574923  0.72481446  0.251586886 -0.23400067  0.697872585
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MECKLENBURG           NA          NA  0.681097453  3.09945441  0.716510062
## MITCHELL     -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NEW HANOVER           NA          NA -0.002741639  0.13758055           NA
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ONSLOW                NA          NA  2.775345509  0.32123965           NA
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO               NA          NA -0.191128031 -0.27418643           NA
## PASQUOTANK    0.65731721  0.41347347  0.063195777  0.76326483  0.482084708
## PENDER                NA          NA -0.424776942 -0.59188553           NA
## PERQUIMANS   -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROCKINGHAM   -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN                 NA          NA  0.246087002 -0.27390230  0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL       0.26762975  0.39946077  0.031660963 -0.25989055  0.503622728
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN        1.17621419  1.56756222  0.400793041 -0.20961961  1.509088290
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YADKIN       -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2 region     arealand   areawater     npl_cnt
## ALAMANCE      0.14707431    NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER    -1.06191144    NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY    -0.34379575    NaN  0.328343365 -0.20478671 -0.43775435
## ANSON         1.20419473    NaN  0.769489687 -0.19384627 -0.43775435
## ASHE         -0.96370154    NaN  0.196678409 -0.20402142  3.21361669
## AVERY        -0.57618873    NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT      0.17341199    NaN  0.491319505  0.03255237  1.85739316
## BERTIE        1.26888571    NaN  1.232149603 -0.07486345 -0.43775435
## BLADEN        0.83545054    NaN  0.786029195 -0.18632318 -0.43775435
## BRUNSWICK    -0.95005805    NaN -0.457896729 -0.06695762  1.34736038
## BUNCOMBE     -1.11314654    NaN -0.800393197 -0.21188788  1.12711895
## BURKE        -0.61640781    NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS     -0.81138560    NaN -0.828204332 -0.21146970  0.41682185
## CALDWELL     -0.84302939    NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN       -1.19456777    NaN  1.569582455  0.55311104 -0.43775435
## CARTERET              NA    NaN -0.615841754  0.53819299 -0.43775435
## CASWELL       0.23611939    NaN  0.482100932 -0.20116871 -0.43775435
## CATAWBA      -0.70799113    NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM      -1.03232138    NaN  0.207055054 -0.16211760 -0.43775435
## CHEROKEE     -0.92086591    NaN  0.353694045 -0.17850877 -0.43775435
## CHOWAN        0.29599979    NaN -0.266054507  0.07314443 -0.43775435
## CLAY         -1.03587837    NaN  0.950938593 -0.15888632 -0.43775435
## CLEVELAND    -0.02087357    NaN -0.683477080 -0.20999889  0.60549452
## COLUMBUS      0.58019700    NaN  0.238989406 -0.18974009  1.27139805
## CRAVEN       -0.20783794    NaN -0.351610181 -0.14483740  0.81740444
## CUMBERLAND    1.49658356    NaN -0.861079725 -0.21137222  0.38614475
## CURRITUCK             NA    NaN  0.073622529  0.94625169 -0.43775435
## DARE                  NA    NaN -0.289683996  2.16756344 -0.43775435
## DAVIDSON     -0.75494771    NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE        -1.55112952    NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN        1.61522210    NaN  0.504046521 -0.20276248 -0.43775435
## DURHAM        1.44171445    NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE     1.52665866    NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH       0.40070479    NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN      0.02668737    NaN  0.002826467 -0.20728634 -0.43775435
## GASTON       -0.35052231    NaN -0.946516334 -0.21033481  1.41959046
## GATES        -0.20853545    NaN  1.172714924 -0.17961118 -0.43775435
## GRAHAM       -0.38065412    NaN  1.333910858 -0.13381958 -0.43775435
## GRANVILLE     0.22602618    NaN  0.018146839 -0.20185370  4.58288083
## GREENE        1.42240837    NaN  0.275968704 -0.21098455 -0.43775435
## GUILFORD      0.86397444    NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX       1.32278802    NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT       0.45787071    NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD      -1.18541869    NaN -0.319037045 -0.21207245  2.90933577
## HENDERSON    -1.18847067    NaN -0.739698682 -0.21140951  0.67794235
## HERTFORD      1.62223765    NaN  0.148117210 -0.18832121 -0.43775435
## HOKE          2.24152143    NaN -0.049393346 -0.20934299 -0.43775435
## HYDE                  NA    NaN  5.674993783  9.06729234 -0.43775435
## IREDELL      -1.05506184    NaN -0.743199935 -0.19971608  0.99671284
## JACKSON      -0.55721156    NaN  0.168278148 -0.20383617 -0.43775435
## JOHNSTON     -0.40394277    NaN -0.458955122 -0.20986697 -0.43775435
## JONES         0.67833190    NaN  3.376171617 -0.19148229 -0.43775435
## LEE           0.60694252    NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR        0.98841279    NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN      -1.32322119    NaN -0.690882007 -0.20149685 -0.43775435
## MACON        -0.78006731    NaN -0.142930960 -0.20191393 -0.43775435
## MADISON      -0.90253032    NaN  0.136606430 -0.20375672 -0.43775435
## MARTIN       -1.13989292    NaN  0.778051469 -0.20568008 -0.43775435
## MCDOWELL      0.57901497    NaN  0.356495354 -0.21245964 -0.43775435
## MECKLENBURG   0.72308210    NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL     -0.94236281    NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY    0.36614948    NaN  0.396721249 -0.18344596 -0.43775435
## MOORE        -1.10988917    NaN -0.272192049 -0.20413176  3.79014896
## NASH          0.62062730    NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER           NA    NaN -0.976611190 -0.13846857  0.23166367
## NORTHAMPTON   1.05805962    NaN  0.532517714 -0.17178179 -0.43775435
## ONSLOW                NA    NaN -0.557122739 -0.11522645  1.23579071
## ORANGE       -0.77412768    NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO               NA    NaN  0.631305150  0.92551665 -0.43775435
## PASQUOTANK    0.40859627    NaN -0.504860846 -0.05539884 -0.43775435
## PENDER                NA    NaN  0.720248215 -0.08415336 -0.43775435
## PERQUIMANS   -0.22835817    NaN  0.281062691  0.23487093 -0.43775435
## PERSON       -0.06779035    NaN -0.083489394 -0.18287358  2.65186730
## PITT          0.97824027    NaN -0.632701501 -0.21118084 -0.43775435
## POLK         -1.44081133    NaN  0.228879650 -0.20920649 -0.43775435
## RANDOLPH     -0.65011436    NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND      0.65196018    NaN -0.317630234 -0.20373942  1.52151791
## ROBESON       2.88169559    NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM   -0.19769661    NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN        -0.32710034    NaN -0.722371776 -0.20465464  0.41682185
## RUTHERFORD   -0.59536847    NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON       1.12700698    NaN  0.308891900 -0.21058404 -0.43775435
## SCOTLAND      1.50863725    NaN -0.299998875 -0.20974922 -0.43775435
## STANLY       -0.74468719    NaN -0.513897107 -0.19942834 -0.43775435
## STOKES       -1.42824365    NaN -0.123581246 -0.19895906 -0.43775435
## SURRY        -0.55584594    NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN         0.43168784    NaN  1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571    NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL       0.43351026    NaN  4.092415028  2.50143335 -0.43775435
## UNION        -1.61810220    NaN -0.675932054 -0.20892103 -0.43775435
## VANCE         1.70079872    NaN -0.576223096 -0.18090348 -0.43775435
## WAKE         -0.72067738    NaN -0.961177321 -0.21012158  0.09189507
## WARREN        1.52449601    NaN  0.811621841 -0.14680105 -0.43775435
## WASHINGTON    0.68279628    NaN  0.446954465  0.11721287 -0.43775435
## WATAUGA      -0.86298958    NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE         1.03479845    NaN -0.593629014 -0.21002582 -0.43775435
## WILKES       -0.69757818    NaN -0.139983273 -0.21007464 -0.43775435
## WILSON        1.19466978    NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN       -0.68669136    NaN -0.290583001 -0.20680345  2.43118004
## YANCEY       -0.78424798    NaN  0.509521564 -0.21038457 -0.43775435
##                  tsdf_cnt shape_length   shape_area
## ALAMANCE      0.318872389 -1.004614926 -0.570739709
## ALEXANDER    -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY    -1.240170076  0.491340833  0.084238178
## ANSON        -0.467486749  0.533792116  0.298876995
## ASHE          0.094464762  0.621000504  0.009792536
## AVERY        -1.240170076  0.371453730 -0.143457939
## BEAUFORT     -0.820713413  0.340911248  0.284172306
## BERTIE       -0.506120915  1.140111892  0.649596214
## BLADEN       -0.293009869  0.630311176  0.303099794
## BRUNSWICK     0.391050281 -0.510881985 -0.304036519
## BUNCOMBE      1.238437479 -0.881475362 -0.556184260
## BURKE         0.531672726 -0.498977247 -0.388721264
## CABARRUS      0.633997994 -1.066718248 -0.571982807
## CALDWELL      2.074890649 -0.679360962 -0.431435266
## CAMDEN       -1.240170076  1.730298210  1.200811811
## CARTERET     -0.628462442 -0.337150890 -0.052951600
## CASWELL      -1.240170076  0.521776108  0.170289104
## CATAWBA       2.314173228 -0.882699399 -0.552577113
## CHATHAM      -0.401256749  0.198116582  0.025501297
## CHEROKEE      0.158018802  0.633198385  0.085796213
## CHOWAN       -1.240170076  0.014587738 -0.097867343
## CLAY         -1.240170076  1.110120758  0.418134268
## CLEVELAND     0.285126881 -0.714674750 -0.492521571
## COLUMBUS     -0.303086041  0.147238464  0.002483129
## CRAVEN       -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND   -0.110863675 -1.112983200 -0.590862701
## CURRITUCK    -1.240170076  1.293404201  0.587141868
## DARE         -0.322608625  0.821384240  1.040224736
## DAVIDSON      0.391050281 -0.822743479 -0.520073488
## DAVIE        -0.065691419 -0.242226375 -0.321530179
## DUPLIN       -0.808376452  0.545875870  0.149929092
## DURHAM        2.502041331 -1.235448270 -0.640356895
## EDGECOMBE    -0.615447386 -0.423063400 -0.317212035
## FORSYTH       1.599361656 -1.272893626 -0.649383282
## FRANKLIN      0.717294352  0.163158097 -0.106020664
## GASTON        0.796498115 -1.176103576 -0.636061049
## GATES        -1.240170076  1.294733302  0.570402989
## GRAHAM        0.594952826  1.270647421  0.648689061
## GRANVILLE     1.971295002 -0.031018608 -0.091011577
## GREENE       -1.240170076  0.502453166  0.032315528
## GUILFORD      2.530630406 -1.232231086 -0.629058691
## HALIFAX      -0.664445244 -0.250853411 -0.183307771
## HARNETT      -0.758826364 -0.388545948 -0.355942192
## HAYWOOD      -0.628462442 -0.386225985 -0.292858921
## HENDERSON     1.002757915 -0.763241984 -0.523910527
## HERTFORD      0.305196578  0.236667229 -0.009904929
## HOKE         -1.240170076 -0.287568870 -0.151112951
## HYDE         -1.240170076  5.504819980  8.075111099
## IREDELL       0.594952826 -0.843780764 -0.517148468
## JACKSON      -0.675516875  0.271039588 -0.025960778
## JOHNSTON      0.158018802 -0.383091111 -0.368600293
## JONES        -1.240170076  3.009570357  1.710456544
## LEE           1.934096564 -0.723768701 -0.458256103
## LENOIR        0.009275304 -0.547612924 -0.404515822
## LINCOLN       1.108787238 -0.707358404 -0.491072384
## MACON         0.654150339  0.001205813 -0.189180064
## MADISON      -1.240170076  0.225651756 -0.045386389
## MARTIN       -0.322608625  0.883408796  0.319251982
## MCDOWELL     -1.240170076  0.510569931  0.082565186
## MECKLENBURG   1.378599902 -1.397887086 -0.676396884
## MITCHELL     -0.191528418  0.347444959 -0.130452234
## MONTGOMERY   -0.572852657  0.480313017  0.110406818
## MOORE        -0.467486749 -0.308486478 -0.265527414
## NASH          0.792581446 -0.582029322 -0.405825418
## NEW HANOVER   2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON  -0.572852657  0.681602573  0.215617895
## ONSLOW       -0.016754808 -0.679049113 -0.376824363
## ORANGE        0.130055024 -0.914013746 -0.515467589
## PAMLICO      -0.110863675  0.960102942  0.839466233
## PASQUOTANK    0.453789526 -0.631161903 -0.301004457
## PENDER       -0.781389350  0.669304034  0.320501727
## PERQUIMANS   -0.016754808  0.497336451  0.297846450
## PERSON       -0.675516875 -0.275084353 -0.135809870
## PITT          1.359587368 -0.784158934 -0.463933171
## POLK         -1.240170076  0.478992829  0.003921703
## RANDOLPH      0.808339210 -0.483520731 -0.377405731
## RICHMOND     -0.882097314 -0.546654085 -0.293167956
## ROBESON      -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM    1.100276523 -0.505100704 -0.404351970
## ROWAN         0.633997994 -0.890402779 -0.509257528
## RUTHERFORD    0.171462925 -0.408967601 -0.317690388
## SAMPSON      -0.913926004  0.296646237  0.041406525
## SCOTLAND      0.391050281 -0.440327524 -0.288602261
## STANLY       -0.282714649 -0.542800059 -0.394524569
## STOKES       -0.293009869  0.101912849 -0.167127224
## SURRY        -0.493679404 -0.374739388 -0.374067373
## SWAIN        -0.016754808  1.284892227  0.918116029
## TRANSYLVANIA  1.696026566  0.054430987 -0.164750793
## TYRRELL      -1.240170076  2.980738642  3.653548900
## UNION         1.610506276 -0.806133576 -0.489699968
## VANCE        -0.350413517 -0.667579270 -0.410475601
## WAKE          1.147506315 -1.264027586 -0.643084940
## WARREN       -1.240170076  0.884737703  0.385311410
## WASHINGTON   -1.240170076  0.391475220  0.315462626
## WATAUGA      -0.293009869 -0.104195162 -0.339018720
## WAYNE        -0.457184304 -0.634007708 -0.443398130
## WILKES       -0.132171343 -0.054790683 -0.185189481
## WILSON        0.628318697 -0.779954595 -0.464878472
## YADKIN       -0.715849247 -0.254633806 -0.267708420
## YANCEY        1.018442726  0.833917367  0.169358183
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BERTIE        1.00815938   -0.56838836     0.10154648 -1.46493672           NA
## BLADEN        0.40906474   -0.38582250     0.38840094 -1.43046762           NA
## BRUNSWICK    -0.18272387   -0.56838836    -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CAMDEN       -0.40190483   -0.69009893    -0.18530798 -1.22365303           NA
## CARTERET      0.18257774   -0.32496722    -0.04188075 -1.18918393 -0.296237734
## CASWELL       0.09490536   -0.50753307     0.67525540 -1.15471483           NA
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLAY         -0.46765912   -0.75095421    -1.47615306 -0.98236933           NA
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## COLUMBUS      0.42367681   -0.14240137     0.38840094 -0.91343113           NA
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND   -2.36722749    2.10924416     0.53182817 -0.84449293 -0.077232547
## CURRITUCK    -2.22841288   -0.69009893    -0.61558967 -0.81002384 -0.308725405
## DARE         -1.15442615   -0.69009893    -1.04587136 -0.77555474           NA
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GATES        -0.70145215   -0.69009893    -0.04188075 -0.46533284           NA
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## GREENE        0.92779303   -0.56838836    -0.04188075 -0.36192554           NA
## GUILFORD      0.65016381    3.75233684    -0.32873521 -0.32745644  0.279542515
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## HENDERSON    -0.32884451    0.04016449     0.10154648 -0.18958005 -0.044397375
## HERTFORD      0.86934477   -0.38582250     1.10553709 -0.15511095           NA
## HOKE         -1.00830550   -0.26411193    -0.04188075 -0.12064185           NA
## HYDE          0.21910791   -0.69009893     1.67924601 -0.08617275           NA
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JACKSON       0.32869839   -0.56838836    -0.61558967 -0.01723455           NA
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## JONES         0.61363364   -0.75095421    -1.47615306  0.05170365           NA
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MECKLENBURG  -2.11151637    3.63062627    -0.47216244  0.32745644  8.221215738
## MITCHELL     -2.33069733   -0.75095421    -1.47615306  0.36192554           NA
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NEW HANOVER   0.46751300    1.31812546     0.10154648  0.49980194  1.145676923
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ONSLOW       -0.13888767    1.80496774    -0.18530798  0.56874014           NA
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PAMLICO       2.71777092   -0.69009893    -0.61558967  0.63767834           NA
## PASQUOTANK    1.18350416   -0.14240137     0.38840094  0.67214744           NA
## PENDER        0.46020697   -0.50753307    -0.75901690  0.70661654  0.059277852
## PERQUIMANS    0.73053016   -0.56838836     0.96210986  0.74108564           NA
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROCKINGHAM   -0.18272387    0.28358563     0.81868263  0.98236933           NA
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## SWAIN         0.39445268   -0.56838836     0.67525540  1.25812213 -0.294721053
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## TYRRELL      -0.68684009   -0.62924364     6.12549016  1.32706033           NA
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WARREN        0.45290094   -0.50753307     0.96210986  1.46493672           NA
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YADKIN       -0.43843499   -0.50753307    -0.18530798  1.67175132           NA
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                  objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.550973320 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE       -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN       -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK    -1.437921784 -1.404394211 -0.15683255 -0.059981613  0.39776518
## BUNCOMBE     -1.372555492 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.315761829 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.275041845 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN       -1.215033446 -1.216295482  0.81303764  0.956033415  0.91761991
## CARTERET     -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL      -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA      -1.139755053 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.104928750 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY         -1.074924551 -0.975119280  0.23846911  0.363186632  0.80083319
## CLEVELAND    -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS     -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN       -0.989466162 -0.871576525  0.43133100  0.323919951  0.17189396
## CUMBERLAND   -0.920081451 -0.853458045  0.70172574  0.605640258  0.15449471
## CURRITUCK    -0.863823577 -0.816308810  0.75035111  0.856364175  0.95925295
## DARE         -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON     -0.813727280 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.778097293 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.762291510 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.712195213 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.580926841 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.507791605 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES        -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM       -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.388846386 -0.389057471  1.10154925  0.990568906  1.31590536
## GREENE       -0.376791128 -0.354953000  0.44695998  0.045981888  0.62834818
## GUILFORD     -0.295083263 -0.336571510  0.96489613  0.935972082  0.84201485
## HALIFAX      -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.173191204 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON    -0.111843332 -0.183002938  0.33618615  0.416528055  0.72427617
## HERTFORD     -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE         -0.075677556 -0.113425667  1.94898003  1.905385397  1.65537018
## HYDE         -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL      -0.035761255 -0.060187717  0.22585625  0.316367651  0.17116760
## JACKSON       0.001208205 -0.010431040  0.47395741  0.179298882  0.09367096
## JOHNSTON      0.030676615  0.008371874  2.37685845  2.468148322  2.33210651
## JONES         0.055055027  0.057974393 -0.22865072 -0.114245508  0.09874559
## LEE           0.066842391  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.089345540  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.115331320  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.137030786  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.152836569  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.164623933  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.174536035  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG   0.328843346  0.317915592  1.27660075  1.343287862  1.20165323
## MITCHELL      0.481275394  0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY    0.490919601  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.512083277  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.544766423  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER   0.594326931  0.490496753  1.18572030  1.162888988  1.21618944
## NORTHAMPTON   0.632367969  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW        0.663979536  0.559125508  1.62830380  1.148581868  0.27139055
## ORANGE        0.709789519  0.593574368  1.29466131  1.003413274  0.80312107
## PAMLICO       0.733364247  0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK    0.743812138  0.678832956  0.16157464  0.020387756  0.06330203
## PENDER        0.759350027  0.712632828  1.11489329  1.144083936  1.34880504
## PERQUIMANS    0.771137391  0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON        0.781317387  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.814000533  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.842933153  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.869186828  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.903209447  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.937767855  0.954472307  0.15561782  0.169539503 -0.21387511
## ROCKINGHAM    0.979827313  0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN         1.023494139  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.062606756  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.088592535  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.107880949  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.127437258  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.148065145  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.172175662  1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN         1.191196181  1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA  1.201108283  1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL       1.209145122  1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION         1.238077743  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.274511413  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.405243996  1.421253533  2.44784241  2.463992051  2.43641174
## WARREN        1.531154475  1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON    1.539191314  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.551514468  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.579911299  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.614201813  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.643134433  1.627004518  0.04579453  0.096185685 -0.06459216
## YADKIN        1.665369688  1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY        1.676353368  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BERTIE       -1.467214596 -1.56569119  0.629732895  1.57186151 -0.813108302
## BLADEN       -1.029327891 -0.97742940  0.086926722  0.78239681  0.018435108
## BRUNSWICK     0.255482889  1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN        0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET     -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL      -0.559730560 -0.82380547  0.075415097  0.40298716 -0.736441505
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLAY          1.275613821  2.27201457 -1.334597054 -1.46938481  1.024962050
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## COLUMBUS     -0.826242496 -1.10371025  0.062613672  0.43884865 -0.083382405
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## CUMBERLAND    0.555944136  0.21271888  1.733875010  1.36106494  1.048268047
## CURRITUCK     0.881457071  2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE         -0.759135331  2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES        -1.053688272 -1.27686899 -0.151080775  0.31948314 -1.783382397
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## GREENE       -0.117675957 -0.53940054  1.388720654  1.06644200  1.218114490
## GUILFORD      1.031568930  0.41169559  1.472948939  1.03571088  0.702910222
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON     0.831023021  0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD     -0.878904301 -1.09628423  1.348398997  2.00393311 -0.009999555
## HOKE          1.154998956  0.77206560  2.870644840  1.57115533  2.911189052
## HYDE         -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON       0.573160847  2.25203943 -0.572855466 -0.82500545  0.425410117
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## JONES         0.158138360 -0.06259432  0.187468855  0.18170375  1.344785681
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MECKLENBURG   1.309161485  0.47216469  1.903671316  1.06696629 -0.006750140
## MITCHELL     -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NEW HANOVER   1.758967261  1.34211003 -0.148811835 -0.46656097  0.631692916
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ONSLOW        0.803744707  0.69809618  0.746568343  0.10344830  1.385246829
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PAMLICO      -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK   -0.032459741 -0.41214018  0.774315771  0.83736671 -0.139539640
## PENDER        0.912358791  1.22682154 -0.016511775 -0.42951689  0.132973028
## PERQUIMANS   -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROCKINGHAM   -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN        -1.003935445  0.19898581 -0.074653345 -0.14898186  0.049927221
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL      -2.081161655 -1.88718401 -0.305488066  0.37174577 -1.723568054
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WARREN       -0.453553613  0.55083219  1.268678148  1.43921375  0.235494100
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YADKIN       -0.174084074 -0.66610710 -0.933097153 -0.93372437  0.020630400
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE        0.89310377  0.04436018  0.52589995 -1.200508907 -0.900531196
## BLADEN        1.68647779  0.04494203  0.75687022 -0.690165562  0.699819483
## BRUNSWICK    -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CAMDEN       -2.18289532  0.49929710 -0.64077720  0.092961960 -1.434667537
## CARTERET     -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL      -0.09490631  0.89745041  1.07524756 -0.661743264 -0.873946148
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY          0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## COLUMBUS      0.96303732  0.03860365  0.33341295 -0.622713410 -0.324780879
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## CUMBERLAND    0.37755172 -1.33389364 -1.28075675  1.664926555  1.950416390
## CURRITUCK    -1.87108086 -0.50276659 -1.49590185  0.461286998 -0.817585854
## DARE         -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GATES        -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## GREENE        0.52601582  3.48205530  2.24450704  0.097961848 -0.087259326
## GUILFORD      0.10234208 -0.55317177 -0.72791480  0.900101315  0.974557665
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON    -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD      1.22452461  0.72375937  1.22291305 -0.673336570 -0.316393184
## HOKE          0.64837420  0.91038371 -0.03393701  3.478085717  2.226386624
## HYDE         -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JACKSON       0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## JONES         1.59094551  0.91615559  0.62996915 -0.561666152 -0.534614542
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MECKLENBURG  -1.38251028 -0.64918706 -1.23688827  1.611351185  1.368651782
## MITCHELL     -0.71661499 -0.72093018  0.35761412 -1.018977281 -1.168451385
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NEW HANOVER  -0.57984138 -1.51926000 -1.88677673  0.492161303 -0.270424172
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ONSLOW       -0.07241957 -1.41138785 -1.42682007  3.366586145  3.192561254
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PAMLICO      -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK    0.02452508 -0.32424509 -0.36618049  0.535451994  1.827166779
## PENDER       -1.29821643  0.22247700 -0.82786872  0.829273501 -0.303631044
## PERQUIMANS   -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROCKINGHAM    0.07826933  0.29400475  0.38494488 -0.355904741 -0.118185498
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## SWAIN         0.22042007  0.61353236  1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL       0.05549840  0.21390936  0.99387380 -1.811495145 -2.441358847
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WARREN        0.45581098  0.83278390  0.69799695 -0.715186504 -0.567839183
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YADKIN        0.32531929  0.66191772  0.60128558 -0.273815493  0.275917808
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BERTIE       -1.01024062  0.371635232 -0.350089471  0.57397484  1.54650367
## BLADEN       -0.82167315  0.309612574 -1.264704749 -0.66379603  1.17633741
## BRUNSWICK     2.36548995  2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CAMDEN        0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET     -0.69591033  1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL      -0.21478328  0.232579300  0.560135215  0.29391958  0.29046103
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLAY          3.01832829  2.042282705  0.084667380 -1.23951374 -1.05761781
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## COLUMBUS     -0.62895922  0.252595481 -0.311130261  0.27575141  0.66540473
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## CUMBERLAND   -1.25447374 -1.604980885 -1.613836001 -1.20780238  1.20954385
## CURRITUCK    -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE         -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GATES        -0.76466866  0.225716219 -0.129976726  0.76767672 -0.18148170
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## GREENE       -0.36540242 -1.040506686 -0.267639212 -0.41814127  1.02307576
## GUILFORD     -0.14325639 -1.056752450  0.597898585  0.80556894  0.85986156
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## HENDERSON     2.08411108  1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD     -0.48358560  0.009031768 -0.041495096  0.75991704  1.99973369
## HOKE         -1.23035794 -1.872549119 -1.945109363 -1.54712949  1.46582495
## HYDE         -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON       0.62993906  0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## JONES         0.40992753  0.244665587  0.900406125  0.29302811  0.66579110
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MECKLENBURG  -1.07644237 -1.834937301 -1.288880819 -1.02443684  0.39871428
## MITCHELL     -0.16932858  1.323880667  1.340175895  1.27825539 -1.32048068
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NEW HANOVER   0.71352223 -0.677254452  0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ONSLOW       -1.52065908 -2.045873699 -1.862301247 -1.43317870  0.05883044
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO       0.12159946  1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK   -0.37983676 -0.490568634  1.121255033  1.83480376  0.67613510
## PENDER        0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS    0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROCKINGHAM   -0.18806112  0.180602471  2.264263714  1.80725477 -0.20027731
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## SWAIN        -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## TYRRELL      -1.51688575 -0.333190387  0.064615701  0.46996201  0.31477145
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN        0.77620698  1.241012717  0.592035612  0.07173488  1.29751527
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YADKIN       -0.17515611 -0.007772497  0.634949243  0.77242875 -0.63848971
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE        0.280263084  1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN        0.049535447  0.924710282 -0.742776800 -0.043585177  0.22623096
## BRUNSWICK    -0.949575262 -1.007803391           NA           NA          NA
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CAMDEN       -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET     -1.710736349 -0.867061449           NA           NA          NA
## CASWELL      -0.142823470  0.292053424 -0.330610576  0.150403735  0.06783330
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY         -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## COLUMBUS      0.052428051  0.677636819 -0.655470325 -0.001177405  0.24568986
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## CUMBERLAND    1.683525973  1.451080823           NA           NA          NA
## CURRITUCK    -0.940853085 -1.716172789           NA           NA          NA
## DARE         -1.586277531 -1.088716466           NA           NA          NA
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GATES        -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## GREENE        1.555641776  1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD      1.378265556  0.878644323           NA           NA          NA
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON    -0.779476275 -1.195637166           NA           NA          NA
## HERTFORD      1.146837516  1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE          3.159178992  2.222114061           NA           NA          NA
## HYDE         -0.747540567  0.416542749           NA           NA          NA
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JACKSON      -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## JONES         0.531576629  0.814895568 -0.912323133 -0.356819074  0.21331666
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG   1.421014329  0.682642787           NA           NA          NA
## MITCHELL     -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NEW HANOVER   0.120294279 -0.796042048           NA           NA          NA
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW        1.128607424  0.055384942           NA           NA          NA
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PAMLICO      -1.089267718 -0.179299041           NA           NA          NA
## PASQUOTANK    0.565260137  0.545874101  0.094871540 -1.108922166 -1.04931060
## PENDER        0.011987751 -0.869046004           NA           NA          NA
## PERQUIMANS   -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROCKINGHAM   -0.389421203 -0.138855845  0.139742771  0.352652680  0.18041836
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN        -0.071931332  0.552296311           NA           NA          NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL      -0.749560212  0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WARREN        1.072157215  1.573991899 -0.411699378  0.159624308  0.14180353
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YADKIN       -0.745439655 -0.615258083  0.080164228  0.050728740  0.05450729
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE       -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN       -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK     0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CAMDEN       -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET     -0.23073179 -1.0996440305 -0.38558865          NA          NA
## CASWELL      -0.28555880 -0.9028589751 -0.64720833  0.29626280  0.39104107
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY         -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## COLUMBUS     -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND    1.64590137  0.3987382459  0.58991512  0.28588928  1.05690244
## CURRITUCK    -0.60193471 -0.8939629357 -0.74628712          NA          NA
## DARE         -0.74271582 -0.5782484522 -0.49856305          NA          NA
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GATES        -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## GREENE       -0.57889051 -1.0091219642 -0.67532329 -0.52291643  0.03646312
## GUILFORD     -0.63822401  1.7202947905  4.28200276  1.71361935  0.73702497
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## HENDERSON     1.45729178 -0.4358421728  0.43365902  0.12067284 -0.47209279
## HERTFORD     -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE          0.24179917  1.7509544454 -0.62866790  0.21940161  0.63986843
## HYDE         -0.71603536 -1.2405711919 -0.79800385          NA          NA
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JACKSON       0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## JONES        -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG   0.13633476  1.6391632205  3.44154499  1.78327971  1.95097228
## MITCHELL     -0.54540765 -1.1068666393 -0.51711193  0.49048560 -1.44853890
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NEW HANOVER   1.01812837  0.7480951930  2.85532484          NA          NA
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW        3.29797089 -0.4326286818  0.11385969          NA          NA
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PAMLICO      -0.27756800 -0.6133900348 -0.63101577          NA          NA
## PASQUOTANK   -0.59561134  1.6162199173  0.24167597 -0.83067330 -1.55028031
## PENDER       -0.32307110 -0.8974724058 -0.62715617          NA          NA
## PERQUIMANS   -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROCKINGHAM   -0.53099515  1.1109891082  0.24477682  0.69193016  0.15580888
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## SWAIN        -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## TYRRELL      -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WARREN       -0.51074332 -1.1034068117 -0.75125257 -0.33065363  0.22721576
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YADKIN        1.00384839 -0.5322699018 -0.52455960  0.79856206  0.42050642
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BERTIE        0.84930527  1.21626497  0.240487206 -0.21418362  1.327428984
## BLADEN        0.54443487  0.87024475  0.258247646 -0.14555269  0.815867748
## BRUNSWICK             NA          NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN       -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET              NA          NA -0.497863082 -0.55001641           NA
## CASWELL       0.13695546  0.24962024  0.073884550 -0.25862046  0.255853628
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLAY         -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## COLUMBUS      0.41146822  0.63715075  0.368017951  0.10587420  0.563557310
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND            NA          NA  3.790988314  1.23346975  1.432968711
## CURRITUCK             NA          NA -0.495769201 -0.38218363           NA
## DARE                  NA          NA -0.172198065 -0.63287151           NA
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GATES        -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## GREENE        1.05920534  1.36069505  0.262273043 -0.12428985  1.418393227
## GUILFORD              NA          NA  0.088469864  5.58645004  0.913716580
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON             NA          NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD      1.25670845  1.62717076  0.258241034  0.27860903  1.674905079
## HOKE                  NA          NA  1.617013815 -0.03942649  2.199372639
## HYDE                  NA          NA  0.021869257 -0.28080114           NA
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JACKSON      -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES         0.40574923  0.72481446  0.251586886 -0.23400067  0.697872585
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MECKLENBURG           NA          NA  0.681097453  3.09945441  0.716510062
## MITCHELL     -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NEW HANOVER           NA          NA -0.002741639  0.13758055           NA
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ONSLOW                NA          NA  2.775345509  0.32123965           NA
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO               NA          NA -0.191128031 -0.27418643           NA
## PASQUOTANK    0.65731721  0.41347347  0.063195777  0.76326483  0.482084708
## PENDER                NA          NA -0.424776942 -0.59188553           NA
## PERQUIMANS   -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROCKINGHAM   -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN                 NA          NA  0.246087002 -0.27390230  0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL       0.26762975  0.39946077  0.031660963 -0.25989055  0.503622728
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN        1.17621419  1.56756222  0.400793041 -0.20961961  1.509088290
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YADKIN       -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2 region     arealand   areawater     npl_cnt
## ALAMANCE      0.14707431    NaN -0.834545757 -0.20707231 -0.43775435
## ALEXANDER    -1.06191144    NaN -0.365374018 -0.20336850 -0.43775435
## ALLEGHANY    -0.34379575    NaN  0.328343365 -0.20478671 -0.43775435
## ANSON         1.20419473    NaN  0.769489687 -0.19384627 -0.43775435
## ASHE         -0.96370154    NaN  0.196678409 -0.20402142  3.21361669
## AVERY        -0.57618873    NaN -0.059067083 -0.21265574 -0.43775435
## BEAUFORT      0.17341199    NaN  0.491319505  0.03255237  1.85739316
## BERTIE        1.26888571    NaN  1.232149603 -0.07486345 -0.43775435
## BLADEN        0.83545054    NaN  0.786029195 -0.18632318 -0.43775435
## BRUNSWICK    -0.95005805    NaN -0.457896729 -0.06695762  1.34736038
## BUNCOMBE     -1.11314654    NaN -0.800393197 -0.21188788  1.12711895
## BURKE        -0.61640781    NaN -0.504724122 -0.20429134 -0.43775435
## CABARRUS     -0.81138560    NaN -0.828204332 -0.21146970  0.41682185
## CALDWELL     -0.84302939    NaN -0.578691532 -0.21047983 -0.43775435
## CAMDEN       -1.19456777    NaN  1.569582455  0.55311104 -0.43775435
## CARTERET              NA    NaN -0.615841754  0.53819299 -0.43775435
## CASWELL       0.23611939    NaN  0.482100932 -0.20116871 -0.43775435
## CATAWBA      -0.70799113    NaN -0.802908679 -0.20322023 -0.43775435
## CHATHAM      -1.03232138    NaN  0.207055054 -0.16211760 -0.43775435
## CHEROKEE     -0.92086591    NaN  0.353694045 -0.17850877 -0.43775435
## CHOWAN        0.29599979    NaN -0.266054507  0.07314443 -0.43775435
## CLAY         -1.03587837    NaN  0.950938593 -0.15888632 -0.43775435
## CLEVELAND    -0.02087357    NaN -0.683477080 -0.20999889  0.60549452
## COLUMBUS      0.58019700    NaN  0.238989406 -0.18974009  1.27139805
## CRAVEN       -0.20783794    NaN -0.351610181 -0.14483740  0.81740444
## CUMBERLAND    1.49658356    NaN -0.861079725 -0.21137222  0.38614475
## CURRITUCK             NA    NaN  0.073622529  0.94625169 -0.43775435
## DARE                  NA    NaN -0.289683996  2.16756344 -0.43775435
## DAVIDSON     -0.75494771    NaN -0.743513588 -0.20455693 -0.43775435
## DAVIE        -1.55112952    NaN -0.384238594 -0.20584725 -0.43775435
## DUPLIN        1.61522210    NaN  0.504046521 -0.20276248 -0.43775435
## DURHAM        1.44171445    NaN -0.958696694 -0.20845764 -0.43775435
## EDGECOMBE     1.52665866    NaN -0.370592730 -0.21135572 -0.43775435
## FORSYTH       0.40070479    NaN -0.971550595 -0.21213101 -0.43775435
## FRANKLIN      0.02668737    NaN  0.002826467 -0.20728634 -0.43775435
## GASTON       -0.35052231    NaN -0.946516334 -0.21033481  1.41959046
## GATES        -0.20853545    NaN  1.172714924 -0.17961118 -0.43775435
## GRAHAM       -0.38065412    NaN  1.333910858 -0.13381958 -0.43775435
## GRANVILLE     0.22602618    NaN  0.018146839 -0.20185370  4.58288083
## GREENE        1.42240837    NaN  0.275968704 -0.21098455 -0.43775435
## GUILFORD      0.86397444    NaN -0.936202160 -0.21071704 -0.43775435
## HALIFAX       1.32278802    NaN -0.143009532 -0.20493570 -0.43775435
## HARNETT       0.45787071    NaN -0.436766358 -0.20654930 -0.43775435
## HAYWOOD      -1.18541869    NaN -0.319037045 -0.21207245  2.90933577
## HENDERSON    -1.18847067    NaN -0.739698682 -0.21140951  0.67794235
## HERTFORD      1.62223765    NaN  0.148117210 -0.18832121 -0.43775435
## HOKE          2.24152143    NaN -0.049393346 -0.20934299 -0.43775435
## HYDE                  NA    NaN  5.674993783  9.06729234 -0.43775435
## IREDELL      -1.05506184    NaN -0.743199935 -0.19971608  0.99671284
## JACKSON      -0.55721156    NaN  0.168278148 -0.20383617 -0.43775435
## JOHNSTON     -0.40394277    NaN -0.458955122 -0.20986697 -0.43775435
## JONES         0.67833190    NaN  3.376171617 -0.19148229 -0.43775435
## LEE           0.60694252    NaN -0.626206597 -0.20600192 -0.43775435
## LENOIR        0.98841279    NaN -0.520417855 -0.21017472 -0.43775435
## LINCOLN      -1.32322119    NaN -0.690882007 -0.20149685 -0.43775435
## MACON        -0.78006731    NaN -0.142930960 -0.20191393 -0.43775435
## MADISON      -0.90253032    NaN  0.136606430 -0.20375672 -0.43775435
## MARTIN       -1.13989292    NaN  0.778051469 -0.20568008 -0.43775435
## MCDOWELL      0.57901497    NaN  0.356495354 -0.21245964 -0.43775435
## MECKLENBURG   0.72308210    NaN -1.020201811 -0.21069329 -0.29301532
## MITCHELL     -0.94236281    NaN -0.036215645 -0.21040968 -0.43775435
## MONTGOMERY    0.36614948    NaN  0.396721249 -0.18344596 -0.43775435
## MOORE        -1.10988917    NaN -0.272192049 -0.20413176  3.79014896
## NASH          0.62062730    NaN -0.532118616 -0.21094905 -0.43775435
## NEW HANOVER           NA    NaN -0.976611190 -0.13846857  0.23166367
## NORTHAMPTON   1.05805962    NaN  0.532517714 -0.17178179 -0.43775435
## ONSLOW                NA    NaN -0.557122739 -0.11522645  1.23579071
## ORANGE       -0.77412768    NaN -0.731696581 -0.21035767 -0.43775435
## PAMLICO               NA    NaN  0.631305150  0.92551665 -0.43775435
## PASQUOTANK    0.40859627    NaN -0.504860846 -0.05539884 -0.43775435
## PENDER                NA    NaN  0.720248215 -0.08415336 -0.43775435
## PERQUIMANS   -0.22835817    NaN  0.281062691  0.23487093 -0.43775435
## PERSON       -0.06779035    NaN -0.083489394 -0.18287358  2.65186730
## PITT          0.97824027    NaN -0.632701501 -0.21118084 -0.43775435
## POLK         -1.44081133    NaN  0.228879650 -0.20920649 -0.43775435
## RANDOLPH     -0.65011436    NaN -0.480323019 -0.20751599 -0.43775435
## RICHMOND      0.65196018    NaN -0.317630234 -0.20373942  1.52151791
## ROBESON       2.88169559    NaN -0.369889974 -0.21189763 -0.43775435
## ROCKINGHAM   -0.19769661    NaN -0.539861627 -0.20656857 -0.43775435
## ROWAN        -0.32710034    NaN -0.722371776 -0.20465464  0.41682185
## RUTHERFORD   -0.59536847    NaN -0.362653431 -0.21107087 -0.43775435
## SAMPSON       1.12700698    NaN  0.308891900 -0.21058404 -0.43775435
## SCOTLAND      1.50863725    NaN -0.299998875 -0.20974922 -0.43775435
## STANLY       -0.74468719    NaN -0.513897107 -0.19942834 -0.43775435
## STOKES       -1.42824365    NaN -0.123581246 -0.19895906 -0.43775435
## SURRY        -0.55584594    NaN -0.483650396 -0.20891337 -0.43775435
## SWAIN         0.43168784    NaN  1.829317957 -0.14476947 -0.43775435
## TRANSYLVANIA -0.97099571    NaN -0.080337289 -0.20817212 -0.43775435
## TYRRELL       0.43351026    NaN  4.092415028  2.50143335 -0.43775435
## UNION        -1.61810220    NaN -0.675932054 -0.20892103 -0.43775435
## VANCE         1.70079872    NaN -0.576223096 -0.18090348 -0.43775435
## WAKE         -0.72067738    NaN -0.961177321 -0.21012158  0.09189507
## WARREN        1.52449601    NaN  0.811621841 -0.14680105 -0.43775435
## WASHINGTON    0.68279628    NaN  0.446954465  0.11721287 -0.43775435
## WATAUGA      -0.86298958    NaN -0.415346315 -0.21145205 -0.43775435
## WAYNE         1.03479845    NaN -0.593629014 -0.21002582 -0.43775435
## WILKES       -0.69757818    NaN -0.139983273 -0.21007464 -0.43775435
## WILSON        1.19466978    NaN -0.640138282 -0.20674536 -0.43775435
## YADKIN       -0.68669136    NaN -0.290583001 -0.20680345  2.43118004
## YANCEY       -0.78424798    NaN  0.509521564 -0.21038457 -0.43775435
##                  tsdf_cnt shape_length   shape_area
## ALAMANCE      0.318872389 -1.004614926 -0.570739709
## ALEXANDER    -0.628462442 -0.247982846 -0.309803626
## ALLEGHANY    -1.240170076  0.491340833  0.084238178
## ANSON        -0.467486749  0.533792116  0.298876995
## ASHE          0.094464762  0.621000504  0.009792536
## AVERY        -1.240170076  0.371453730 -0.143457939
## BEAUFORT     -0.820713413  0.340911248  0.284172306
## BERTIE       -0.506120915  1.140111892  0.649596214
## BLADEN       -0.293009869  0.630311176  0.303099794
## BRUNSWICK     0.391050281 -0.510881985 -0.304036519
## BUNCOMBE      1.238437479 -0.881475362 -0.556184260
## BURKE         0.531672726 -0.498977247 -0.388721264
## CABARRUS      0.633997994 -1.066718248 -0.571982807
## CALDWELL      2.074890649 -0.679360962 -0.431435266
## CAMDEN       -1.240170076  1.730298210  1.200811811
## CARTERET     -0.628462442 -0.337150890 -0.052951600
## CASWELL      -1.240170076  0.521776108  0.170289104
## CATAWBA       2.314173228 -0.882699399 -0.552577113
## CHATHAM      -0.401256749  0.198116582  0.025501297
## CHEROKEE      0.158018802  0.633198385  0.085796213
## CHOWAN       -1.240170076  0.014587738 -0.097867343
## CLAY         -1.240170076  1.110120758  0.418134268
## CLEVELAND     0.285126881 -0.714674750 -0.492521571
## COLUMBUS     -0.303086041  0.147238464  0.002483129
## CRAVEN       -0.551998988 -0.438699215 -0.278306379
## CUMBERLAND   -0.110863675 -1.112983200 -0.590862701
## CURRITUCK    -1.240170076  1.293404201  0.587141868
## DARE         -0.322608625  0.821384240  1.040224736
## DAVIDSON      0.391050281 -0.822743479 -0.520073488
## DAVIE        -0.065691419 -0.242226375 -0.321530179
## DUPLIN       -0.808376452  0.545875870  0.149929092
## DURHAM        2.502041331 -1.235448270 -0.640356895
## EDGECOMBE    -0.615447386 -0.423063400 -0.317212035
## FORSYTH       1.599361656 -1.272893626 -0.649383282
## FRANKLIN      0.717294352  0.163158097 -0.106020664
## GASTON        0.796498115 -1.176103576 -0.636061049
## GATES        -1.240170076  1.294733302  0.570402989
## GRAHAM        0.594952826  1.270647421  0.648689061
## GRANVILLE     1.971295002 -0.031018608 -0.091011577
## GREENE       -1.240170076  0.502453166  0.032315528
## GUILFORD      2.530630406 -1.232231086 -0.629058691
## HALIFAX      -0.664445244 -0.250853411 -0.183307771
## HARNETT      -0.758826364 -0.388545948 -0.355942192
## HAYWOOD      -0.628462442 -0.386225985 -0.292858921
## HENDERSON     1.002757915 -0.763241984 -0.523910527
## HERTFORD      0.305196578  0.236667229 -0.009904929
## HOKE         -1.240170076 -0.287568870 -0.151112951
## HYDE         -1.240170076  5.504819980  8.075111099
## IREDELL       0.594952826 -0.843780764 -0.517148468
## JACKSON      -0.675516875  0.271039588 -0.025960778
## JOHNSTON      0.158018802 -0.383091111 -0.368600293
## JONES        -1.240170076  3.009570357  1.710456544
## LEE           1.934096564 -0.723768701 -0.458256103
## LENOIR        0.009275304 -0.547612924 -0.404515822
## LINCOLN       1.108787238 -0.707358404 -0.491072384
## MACON         0.654150339  0.001205813 -0.189180064
## MADISON      -1.240170076  0.225651756 -0.045386389
## MARTIN       -0.322608625  0.883408796  0.319251982
## MCDOWELL     -1.240170076  0.510569931  0.082565186
## MECKLENBURG   1.378599902 -1.397887086 -0.676396884
## MITCHELL     -0.191528418  0.347444959 -0.130452234
## MONTGOMERY   -0.572852657  0.480313017  0.110406818
## MOORE        -0.467486749 -0.308486478 -0.265527414
## NASH          0.792581446 -0.582029322 -0.405825418
## NEW HANOVER   2.307734200 -1.196041332 -0.615662386
## NORTHAMPTON  -0.572852657  0.681602573  0.215617895
## ONSLOW       -0.016754808 -0.679049113 -0.376824363
## ORANGE        0.130055024 -0.914013746 -0.515467589
## PAMLICO      -0.110863675  0.960102942  0.839466233
## PASQUOTANK    0.453789526 -0.631161903 -0.301004457
## PENDER       -0.781389350  0.669304034  0.320501727
## PERQUIMANS   -0.016754808  0.497336451  0.297846450
## PERSON       -0.675516875 -0.275084353 -0.135809870
## PITT          1.359587368 -0.784158934 -0.463933171
## POLK         -1.240170076  0.478992829  0.003921703
## RANDOLPH      0.808339210 -0.483520731 -0.377405731
## RICHMOND     -0.882097314 -0.546654085 -0.293167956
## ROBESON      -0.406023302 -0.342952452 -0.329227571
## ROCKINGHAM    1.100276523 -0.505100704 -0.404351970
## ROWAN         0.633997994 -0.890402779 -0.509257528
## RUTHERFORD    0.171462925 -0.408967601 -0.317690388
## SAMPSON      -0.913926004  0.296646237  0.041406525
## SCOTLAND      0.391050281 -0.440327524 -0.288602261
## STANLY       -0.282714649 -0.542800059 -0.394524569
## STOKES       -0.293009869  0.101912849 -0.167127224
## SURRY        -0.493679404 -0.374739388 -0.374067373
## SWAIN        -0.016754808  1.284892227  0.918116029
## TRANSYLVANIA  1.696026566  0.054430987 -0.164750793
## TYRRELL      -1.240170076  2.980738642  3.653548900
## UNION         1.610506276 -0.806133576 -0.489699968
## VANCE        -0.350413517 -0.667579270 -0.410475601
## WAKE          1.147506315 -1.264027586 -0.643084940
## WARREN       -1.240170076  0.884737703  0.385311410
## WASHINGTON   -1.240170076  0.391475220  0.315462626
## WATAUGA      -0.293009869 -0.104195162 -0.339018720
## WAYNE        -0.457184304 -0.634007708 -0.443398130
## WILKES       -0.132171343 -0.054790683 -0.185189481
## WILSON        0.628318697 -0.779954595 -0.464878472
## YADKIN       -0.715849247 -0.254633806 -0.267708420
## YANCEY        1.018442726  0.833917367  0.169358183
ej.scaled <- ej.scaled %>%
  dplyr::select(-region)
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BERTIE        1.00815938   -0.56838836     0.10154648 -1.46493672           NA
## BLADEN        0.40906474   -0.38582250     0.38840094 -1.43046762           NA
## BRUNSWICK    -0.18272387   -0.56838836    -1.04587136 -1.39599852 -0.067823086
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CAMDEN       -0.40190483   -0.69009893    -0.18530798 -1.22365303           NA
## CARTERET      0.18257774   -0.32496722    -0.04188075 -1.18918393 -0.296237734
## CASWELL       0.09490536   -0.50753307     0.67525540 -1.15471483           NA
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLAY         -0.46765912   -0.75095421    -1.47615306 -0.98236933           NA
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## COLUMBUS      0.42367681   -0.14240137     0.38840094 -0.91343113           NA
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## CUMBERLAND   -2.36722749    2.10924416     0.53182817 -0.84449293 -0.077232547
## CURRITUCK    -2.22841288   -0.69009893    -0.61558967 -0.81002384 -0.308725405
## DARE         -1.15442615   -0.69009893    -1.04587136 -0.77555474           NA
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GATES        -0.70145215   -0.69009893    -0.04188075 -0.46533284           NA
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## GREENE        0.92779303   -0.56838836    -0.04188075 -0.36192554           NA
## GUILFORD      0.65016381    3.75233684    -0.32873521 -0.32745644  0.279542515
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## HENDERSON    -0.32884451    0.04016449     0.10154648 -0.18958005 -0.044397375
## HERTFORD      0.86934477   -0.38582250     1.10553709 -0.15511095           NA
## HOKE         -1.00830550   -0.26411193    -0.04188075 -0.12064185           NA
## HYDE          0.21910791   -0.69009893     1.67924601 -0.08617275           NA
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JACKSON       0.32869839   -0.56838836    -0.61558967 -0.01723455           NA
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## JONES         0.61363364   -0.75095421    -1.47615306  0.05170365           NA
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MECKLENBURG  -2.11151637    3.63062627    -0.47216244  0.32745644  8.221215738
## MITCHELL     -2.33069733   -0.75095421    -1.47615306  0.36192554           NA
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NEW HANOVER   0.46751300    1.31812546     0.10154648  0.49980194  1.145676923
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ONSLOW       -0.13888767    1.80496774    -0.18530798  0.56874014           NA
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PAMLICO       2.71777092   -0.69009893    -0.61558967  0.63767834           NA
## PASQUOTANK    1.18350416   -0.14240137     0.38840094  0.67214744           NA
## PENDER        0.46020697   -0.50753307    -0.75901690  0.70661654  0.059277852
## PERQUIMANS    0.73053016   -0.56838836     0.96210986  0.74108564           NA
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROCKINGHAM   -0.18272387    0.28358563     0.81868263  0.98236933           NA
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## SWAIN         0.39445268   -0.56838836     0.67525540  1.25812213 -0.294721053
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## TYRRELL      -0.68684009   -0.62924364     6.12549016  1.32706033           NA
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WARREN        0.45290094   -0.50753307     0.96210986  1.46493672           NA
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YADKIN       -0.43843499   -0.50753307    -0.18530798  1.67175132           NA
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                  objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.587674886 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.550973320 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.541597008 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.533560169 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.522576489 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.512396493 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.498733866 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BERTIE       -1.483999661 -1.457295889 -1.40672860 -1.484137746 -1.39413054
## BLADEN       -1.470337035 -1.423012412 -1.09257575 -1.017523130 -1.14409301
## BRUNSWICK    -1.437921784 -1.404394211 -0.15683255 -0.059981613  0.39776518
## BUNCOMBE     -1.372555492 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.315761829 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.275041845 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.233250281 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CAMDEN       -1.215033446 -1.216295482  0.81303764  0.956033415  0.91761991
## CARTERET     -1.194137664 -1.181477196 -1.47978165 -1.418422756 -1.41878867
## CASWELL      -1.170027147 -1.147728456 -0.58351694 -0.606700095 -0.43957473
## CATAWBA      -1.139755053 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.104928750 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.089926651 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.080550338 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLAY         -1.074924551 -0.975119280  0.23846911  0.363186632  0.80083319
## CLEVELAND    -1.052421401 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## COLUMBUS     -1.019202467 -0.906545652 -0.77638263 -0.845981505 -0.86277216
## CRAVEN       -0.989466162 -0.871576525  0.43133100  0.323919951  0.17189396
## CUMBERLAND   -0.920081451 -0.853458045  0.70172574  0.605640258  0.15449471
## CURRITUCK    -0.863823577 -0.816308810  0.75035111  0.856364175  0.95925295
## DARE         -0.851232529 -0.768027672 -1.01275031 -0.909098724 -0.88657829
## DAVIDSON     -0.813727280 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.778097293 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.762291510 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.712195213 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.658616285 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.580926841 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.507791605 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.453408994 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GATES        -0.404384275 -0.457969308 -0.89753456 -0.795325694 -0.87850291
## GRAHAM       -0.399562172 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.388846386 -0.389057471  1.10154925  0.990568906  1.31590536
## GREENE       -0.376791128 -0.354953000  0.44695998  0.045981888  0.62834818
## GUILFORD     -0.295083263 -0.336571510  0.96489613  0.935972082  0.84201485
## HALIFAX      -0.203195403 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.173191204 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.143990688 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## HENDERSON    -0.111843332 -0.183002938  0.33618615  0.416528055  0.72427617
## HERTFORD     -0.087464920 -0.148229980 -0.56145326 -0.779604011 -0.65799639
## HOKE         -0.075677556 -0.113425667  1.94898003  1.905385397  1.65537018
## HYDE         -0.067372822 -0.079439896 -1.65055289 -1.846732668 -1.79650352
## IREDELL      -0.035761255 -0.060187717  0.22585625  0.316367651  0.17116760
## JACKSON       0.001208205 -0.010431040  0.47395741  0.179298882  0.09367096
## JOHNSTON      0.030676615  0.008371874  2.37685845  2.468148322  2.33210651
## JONES         0.055055027  0.057974393 -0.22865072 -0.114245508  0.09874559
## LEE           0.066842391  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.089345540  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.115331320  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.137030786  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.152836569  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.164623933  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.174536035  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MECKLENBURG   0.328843346  0.317915592  1.27660075  1.343287862  1.20165323
## MITCHELL      0.481275394  0.368574588 -1.13740352 -1.106290345 -1.06547561
## MONTGOMERY    0.490919601  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.512083277  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.544766423  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NEW HANOVER   0.594326931  0.490496753  1.18572030  1.162888988  1.21618944
## NORTHAMPTON   0.632367969  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ONSLOW        0.663979536  0.559125508  1.62830380  1.148581868  0.27139055
## ORANGE        0.709789519  0.593574368  1.29466131  1.003413274  0.80312107
## PAMLICO       0.733364247  0.644254961 -1.41271303 -1.461910663 -1.21145682
## PASQUOTANK    0.743812138  0.678832956  0.16157464  0.020387756  0.06330203
## PENDER        0.759350027  0.712632828  1.11489329  1.144083936  1.34880504
## PERQUIMANS    0.771137391  0.747046131 -0.99907115 -0.917077931 -0.83862452
## PERSON        0.781317387  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.814000533  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.842933153  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.869186828  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.903209447  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.937767855  0.954472307  0.15561782  0.169539503 -0.21387511
## ROCKINGHAM    0.979827313  0.973074015 -0.41070404 -0.343635823 -0.33175281
## ROWAN         1.023494139  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.062606756  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.088592535  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.107880949  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.127437258  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.148065145  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.172175662  1.229578136 -0.70533078 -0.630655646 -0.76158487
## SWAIN         1.191196181  1.264483550 -0.80530834 -0.728041563 -0.94111199
## TRANSYLVANIA  1.201108283  1.298996943 -0.35874234 -0.352403870 -0.01665108
## TYRRELL       1.209145122  1.333446237 -1.87000451 -2.167626217 -1.70972814
## UNION         1.238077743  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.274511413  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.405243996  1.421253533  2.44784241  2.463992051  2.43641174
## WARREN        1.531154475  1.471090499 -0.37332695 -0.431942093 -0.27251085
## WASHINGTON    1.539191314  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.551514468  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.579911299  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.614201813  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.643134433  1.627004518  0.04579453  0.096185685 -0.06459216
## YADKIN        1.665369688  1.662310074 -0.34511731 -0.252616327 -0.32014844
## YANCEY        1.676353368  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BERTIE       -1.467214596 -1.56569119  0.629732895  1.57186151 -0.813108302
## BLADEN       -1.029327891 -0.97742940  0.086926722  0.78239681  0.018435108
## BRUNSWICK     0.255482889  1.73099083 -0.761226421 -0.94859987 -1.014910502
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CAMDEN        0.566872628 -0.08775103 -0.460373029 -0.87984360 -0.479144885
## CARTERET     -1.352534097 -0.16740015 -1.215093897 -1.07701110 -2.306686692
## CASWELL      -0.559730560 -0.82380547  0.075415097  0.40298716 -0.736441505
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLAY          1.275613821  2.27201457 -1.334597054 -1.46938481  1.024962050
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## COLUMBUS     -0.826242496 -1.10371025  0.062613672  0.43884865 -0.083382405
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## CUMBERLAND    0.555944136  0.21271888  1.733875010  1.36106494  1.048268047
## CURRITUCK     0.881457071  2.22328999 -0.893501603 -1.20154049 -0.683937803
## DARE         -0.759135331  2.51148948 -1.184754297 -1.28111550 -1.969073889
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GATES        -1.053688272 -1.27686899 -0.151080775  0.31948314 -1.783382397
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## GREENE       -0.117675957 -0.53940054  1.388720654  1.06644200  1.218114490
## GUILFORD      1.031568930  0.41169559  1.472948939  1.03571088  0.702910222
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## HENDERSON     0.831023021  0.51111383 -0.733839926 -0.81591399 -0.587973760
## HERTFORD     -0.878904301 -1.09628423  1.348398997  2.00393311 -0.009999555
## HOKE          1.154998956  0.77206560  2.870644840  1.57115533  2.911189052
## HYDE         -2.346416100 -1.22195454 -0.360062028 -0.27748953 -1.792212133
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JACKSON       0.573160847  2.25203943 -0.572855466 -0.82500545  0.425410117
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## JONES         0.158138360 -0.06259432  0.187468855  0.18170375  1.344785681
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MECKLENBURG   1.309161485  0.47216469  1.903671316  1.06696629 -0.006750140
## MITCHELL     -0.997391670 -0.61074579 -1.390126358 -1.36099005 -1.594051690
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NEW HANOVER   1.758967261  1.34211003 -0.148811835 -0.46656097  0.631692916
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ONSLOW        0.803744707  0.69809618  0.746568343  0.10344830  1.385246829
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PAMLICO      -1.358189880 -0.85755145 -0.777611164 -0.37595437 -1.612221353
## PASQUOTANK   -0.032459741 -0.41214018  0.774315771  0.83736671 -0.139539640
## PENDER        0.912358791  1.22682154 -0.016511775 -0.42951689  0.132973028
## PERQUIMANS   -0.668491460 -0.85238261 -0.561579664 -0.41344730 -1.112892093
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROCKINGHAM   -0.280377745 -0.55569750 -0.379973658 -0.28312990 -0.216543820
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## SWAIN        -1.003935445  0.19898581 -0.074653345 -0.14898186  0.049927221
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## TYRRELL      -2.081161655 -1.88718401 -0.305488066  0.37174577 -1.723568054
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WARREN       -0.453553613  0.55083219  1.268678148  1.43921375  0.235494100
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YADKIN       -0.174084074 -0.66610710 -0.933097153 -0.93372437  0.020630400
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BERTIE        0.89310377  0.04436018  0.52589995 -1.200508907 -0.900531196
## BLADEN        1.68647779  0.04494203  0.75687022 -0.690165562  0.699819483
## BRUNSWICK    -1.44850753 -1.13259703 -1.43880483 -0.656326719 -1.269506234
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CAMDEN       -2.18289532  0.49929710 -0.64077720  0.092961960 -1.434667537
## CARTERET     -1.75524251 -2.13980465 -1.72135220 -1.234091484 -1.316793936
## CASWELL      -0.09490631  0.89745041  1.07524756 -0.661743264 -0.873946148
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLAY          0.35054271 -0.38595460 -0.76807892 -0.710234235 -0.896173444
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## COLUMBUS      0.96303732  0.03860365  0.33341295 -0.622713410 -0.324780879
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## CUMBERLAND    0.37755172 -1.33389364 -1.28075675  1.664926555  1.950416390
## CURRITUCK    -1.87108086 -0.50276659 -1.49590185  0.461286998 -0.817585854
## DARE         -2.57415258 -2.32977922 -2.41403048 -0.868813252 -1.581450736
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GATES        -1.33303760 -0.92363335 -0.43183671 -1.025012859 -1.321495718
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## GREENE        0.52601582  3.48205530  2.24450704  0.097961848 -0.087259326
## GUILFORD      0.10234208 -0.55317177 -0.72791480  0.900101315  0.974557665
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## HENDERSON    -1.01046033 -0.82275893 -1.08676622 -0.076305060 -0.277762876
## HERTFORD      1.22452461  0.72375937  1.22291305 -0.673336570 -0.316393184
## HOKE          0.64837420  0.91038371 -0.03393701  3.478085717  2.226386624
## HYDE         -1.29235534 -0.83545174 -0.73908657 -1.055345509 -1.754178885
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JACKSON       0.15585923 -0.77193632 -1.00159946 -0.134532916 -0.291496015
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## JONES         1.59094551  0.91615559  0.62996915 -0.561666152 -0.534614542
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MECKLENBURG  -1.38251028 -0.64918706 -1.23688827  1.611351185  1.368651782
## MITCHELL     -0.71661499 -0.72093018  0.35761412 -1.018977281 -1.168451385
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NEW HANOVER  -0.57984138 -1.51926000 -1.88677673  0.492161303 -0.270424172
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ONSLOW       -0.07241957 -1.41138785 -1.42682007  3.366586145  3.192561254
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PAMLICO      -0.32009615 -1.47214759 -1.00043705 -1.414504087 -1.538271761
## PASQUOTANK    0.02452508 -0.32424509 -0.36618049  0.535451994  1.827166779
## PENDER       -1.29821643  0.22247700 -0.82786872  0.829273501 -0.303631044
## PERQUIMANS   -1.06009386 -0.94968700 -0.86694784 -0.914515348 -0.956076208
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROCKINGHAM    0.07826933  0.29400475  0.38494488 -0.355904741 -0.118185498
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## SWAIN         0.22042007  0.61353236  1.04478706 -0.139949460 -0.075062841
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## TYRRELL       0.05549840  0.21390936  0.99387380 -1.811495145 -2.441358847
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WARREN        0.45581098  0.83278390  0.69799695 -0.715186504 -0.567839183
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YADKIN        0.32531929  0.66191772  0.60128558 -0.273815493  0.275917808
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BERTIE       -1.01024062  0.371635232 -0.350089471  0.57397484  1.54650367
## BLADEN       -0.82167315  0.309612574 -1.264704749 -0.66379603  1.17633741
## BRUNSWICK     2.36548995  2.795829674 -2.971947725 -2.61762693 -1.23104267
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CAMDEN        0.47053381 -1.003562656 -0.248008198 -0.83624112 -1.41659536
## CARTERET     -0.69591033  1.248723670 -1.197045034 -0.91476699 -1.43391116
## CASWELL      -0.21478328  0.232579300  0.560135215  0.29391958  0.29046103
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLAY          3.01832829  2.042282705  0.084667380 -1.23951374 -1.05761781
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## COLUMBUS     -0.62895922  0.252595481 -0.311130261  0.27575141  0.66540473
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## CUMBERLAND   -1.25447374 -1.604980885 -1.613836001 -1.20780238  1.20954385
## CURRITUCK    -0.02876865 -0.838671310 -1.713299806 -2.05544901 -1.57119006
## DARE         -0.71398375 -0.795270143 -1.221967220 -2.21123659 -1.86483955
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GATES        -0.76466866  0.225716219 -0.129976726  0.76767672 -0.18148170
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## GREENE       -0.36540242 -1.040506686 -0.267639212 -0.41814127  1.02307576
## GUILFORD     -0.14325639 -1.056752450  0.597898585  0.80556894  0.85986156
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## HENDERSON     2.08411108  1.349818694 -0.470867922 -0.90251796 -0.98177690
## HERTFORD     -0.48358560  0.009031768 -0.041495096  0.75991704  1.99973369
## HOKE         -1.23035794 -1.872549119 -1.945109363 -1.54712949  1.46582495
## HYDE         -1.96342967 -1.671143461 -1.704793033 -1.94849975 -0.64446811
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JACKSON       0.62993906  0.148004876 -0.133902928 -1.17657978 -0.60722142
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## JONES         0.40992753  0.244665587  0.900406125  0.29302811  0.66579110
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MECKLENBURG  -1.07644237 -1.834937301 -1.288880819 -1.02443684  0.39871428
## MITCHELL     -0.16932858  1.323880667  1.340175895  1.27825539 -1.32048068
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NEW HANOVER   0.71352223 -0.677254452  0.211889205 -0.06704281 -0.56207148
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ONSLOW       -1.52065908 -2.045873699 -1.862301247 -1.43317870  0.05883044
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PAMLICO       0.12159946  1.465275623 -0.940001443 -0.65706784 -0.40474872
## PASQUOTANK   -0.37983676 -0.490568634  1.121255033  1.83480376  0.67613510
## PENDER        0.89630744 -0.298769763 -1.208010795 -1.42030437 -0.76768429
## PERQUIMANS    0.49636917 -0.008720309 -0.933866751 -0.95605821 -0.67691052
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROCKINGHAM   -0.18806112  0.180602471  2.264263714  1.80725477 -0.20027731
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## SWAIN        -0.66214305 -0.027803725 -0.590937475 -0.87473299 -0.04671032
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## TYRRELL      -1.51688575 -0.333190387  0.064615701  0.46996201  0.31477145
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WARREN        0.77620698  1.241012717  0.592035612  0.07173488  1.29751527
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YADKIN       -0.17515611 -0.007772497  0.634949243  0.77242875 -0.63848971
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BERTIE        0.280263084  1.448684168 -0.851875482 -0.781490259 -0.75679897
## BLADEN        0.049535447  0.924710282 -0.742776800 -0.043585177  0.22623096
## BRUNSWICK    -0.949575262 -1.007803391           NA           NA          NA
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CAMDEN       -0.558432212 -1.309925944 -0.592815271 -1.281421639 -1.25628190
## CARTERET     -1.710736349 -0.867061449           NA           NA          NA
## CASWELL      -0.142823470  0.292053424 -0.330610576  0.150403735  0.06783330
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLAY         -0.739802314 -1.070916861 -1.313097821 -1.076968663 -1.21288129
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## COLUMBUS      0.052428051  0.677636819 -0.655470325 -0.001177405  0.24568986
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## CUMBERLAND    1.683525973  1.451080823           NA           NA          NA
## CURRITUCK    -0.940853085 -1.716172789           NA           NA          NA
## DARE         -1.586277531 -1.088716466           NA           NA          NA
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GATES        -0.733103630 -0.162867399 -0.641518223 -0.819740247 -0.78985534
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## GREENE        1.555641776  1.500472717 -0.554366924 -0.367978381 -0.36349101
## GUILFORD      1.378265556  0.878644323           NA           NA          NA
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## HENDERSON    -0.779476275 -1.195637166           NA           NA          NA
## HERTFORD      1.146837516  1.812077875 -0.580209202 -0.436767200 -0.44950613
## HOKE          3.159178992  2.222114061           NA           NA          NA
## HYDE         -0.747540567  0.416542749           NA           NA          NA
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JACKSON      -0.149269108 -0.553475054 -1.231319579 -1.556831456 -1.53154364
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## JONES         0.531576629  0.814895568 -0.912323133 -0.356819074  0.21331666
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MECKLENBURG   1.421014329  0.682642787           NA           NA          NA
## MITCHELL     -1.600765124 -1.007224677 -1.088966282 -1.607335269 -1.70525652
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NEW HANOVER   0.120294279 -0.796042048           NA           NA          NA
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ONSLOW        1.128607424  0.055384942           NA           NA          NA
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PAMLICO      -1.089267718 -0.179299041           NA           NA          NA
## PASQUOTANK    0.565260137  0.545874101  0.094871540 -1.108922166 -1.04931060
## PENDER        0.011987751 -0.869046004           NA           NA          NA
## PERQUIMANS   -0.823742807 -0.190477319 -0.717151119 -1.282784367 -1.25319839
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROCKINGHAM   -0.389421203 -0.138855845  0.139742771  0.352652680  0.18041836
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## SWAIN        -0.071931332  0.552296311           NA           NA          NA
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## TYRRELL      -0.749560212  0.588007980 -0.909640134 -1.397843295 -1.39968374
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WARREN        1.072157215  1.573991899 -0.411699378  0.159624308  0.14180353
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YADKIN       -0.745439655 -0.615258083  0.080164228  0.050728740  0.05450729
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BERTIE       -0.61121505 -0.5208008046 -0.73590128 -1.12654314 -0.90025443
## BLADEN       -0.47420307 -0.5002406864 -0.57503766 -1.45005828 -0.18429849
## BRUNSWICK     0.15779565 -0.6552477624 -0.27299861 -2.33812719 -1.28578969
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CAMDEN       -0.60569881 -0.6852021078 -0.67905505 -0.55921929 -1.64380685
## CARTERET     -0.23073179 -1.0996440305 -0.38558865          NA          NA
## CASWELL      -0.28555880 -0.9028589751 -0.64720833  0.29626280  0.39104107
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLAY         -0.66328888 -1.0715675762 -0.70122231 -1.69537665 -0.95608849
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## COLUMBUS     -0.28614227 -0.9953496348 -0.35073091 -2.14267666 -0.46141304
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## CUMBERLAND    1.64590137  0.3987382459  0.58991512  0.28588928  1.05690244
## CURRITUCK    -0.60193471 -0.8939629357 -0.74628712          NA          NA
## DARE         -0.74271582 -0.5782484522 -0.49856305          NA          NA
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GATES        -0.52492646 -1.0484747240 -0.70934167 -1.03493605 -1.01589466
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## GREENE       -0.57889051 -1.0091219642 -0.67532329 -0.52291643  0.03646312
## GUILFORD     -0.63822401  1.7202947905  4.28200276  1.71361935  0.73702497
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## HENDERSON     1.45729178 -0.4358421728  0.43365902  0.12067284 -0.47209279
## HERTFORD     -0.63290667 -0.9272253891 -0.45674908 -1.04715830 -0.70412874
## HOKE          0.24179917  1.7509544454 -0.62866790  0.21940161  0.63986843
## HYDE         -0.71603536 -1.2405711919 -0.79800385          NA          NA
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JACKSON       0.03909674 -0.7018822138 -0.57914680 -0.86711576 -1.21187809
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## JONES        -0.40687624 -0.9654965186 -0.71515971 -1.75087416 -0.88608097
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MECKLENBURG   0.13633476  1.6391632205  3.44154499  1.78327971  1.95097228
## MITCHELL     -0.54540765 -1.1068666393 -0.51711193  0.49048560 -1.44853890
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NEW HANOVER   1.01812837  0.7480951930  2.85532484          NA          NA
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ONSLOW        3.29797089 -0.4326286818  0.11385969          NA          NA
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PAMLICO      -0.27756800 -0.6133900348 -0.63101577          NA          NA
## PASQUOTANK   -0.59561134  1.6162199173  0.24167597 -0.83067330 -1.55028031
## PENDER       -0.32307110 -0.8974724058 -0.62715617          NA          NA
## PERQUIMANS   -0.66699998 -0.3096469335 -0.70344864 -1.13530295 -1.39802840
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROCKINGHAM   -0.53099515  1.1109891082  0.24477682  0.69193016  0.15580888
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## SWAIN        -0.42610230 -1.1145659956 -0.51905141 -0.62604211 -0.84700197
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## TYRRELL      -0.70519979 -0.6899332323 -0.76293924 -1.48451138 -1.80168086
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WARREN       -0.51074332 -1.1034068117 -0.75125257 -0.33065363  0.22721576
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YADKIN        1.00384839 -0.5322699018 -0.52455960  0.79856206  0.42050642
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BERTIE        0.84930527  1.21626497  0.240487206 -0.21418362  1.327428984
## BLADEN        0.54443487  0.87024475  0.258247646 -0.14555269  0.815867748
## BRUNSWICK             NA          NA -0.853228250 -0.78288523 -0.933227943
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CAMDEN       -1.11810112 -1.09335875 -0.373640638 -0.43463061 -1.305528255
## CARTERET              NA          NA -0.497863082 -0.55001641           NA
## CASWELL       0.13695546  0.24962024  0.073884550 -0.25862046  0.255853628
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLAY         -0.60842709 -0.93218116 -0.202922568 -0.37151262 -1.020215346
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## COLUMBUS      0.41146822  0.63715075  0.368017951  0.10587420  0.563557310
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## CUMBERLAND            NA          NA  3.790988314  1.23346975  1.432968711
## CURRITUCK             NA          NA -0.495769201 -0.38218363           NA
## DARE                  NA          NA -0.172198065 -0.63287151           NA
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GATES        -0.22469445 -0.19153396 -0.091858552 -0.30562092 -0.194243775
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## GREENE        1.05920534  1.36069505  0.262273043 -0.12428985  1.418393227
## GUILFORD              NA          NA  0.088469864  5.58645004  0.913716580
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## HENDERSON             NA          NA -1.744852074 -1.20469097 -1.237820371
## HERTFORD      1.25670845  1.62717076  0.258241034  0.27860903  1.674905079
## HOKE                  NA          NA  1.617013815 -0.03942649  2.199372639
## HYDE                  NA          NA  0.021869257 -0.28080114           NA
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JACKSON      -0.44176144 -0.47469758 -0.471324900 -0.44023278 -0.557346337
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## JONES         0.40574923  0.72481446  0.251586886 -0.23400067  0.697872585
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MECKLENBURG           NA          NA  0.681097453  3.09945441  0.716510062
## MITCHELL     -0.68015044 -0.79596880 -0.285650029 -0.51470349 -1.068520232
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NEW HANOVER           NA          NA -0.002741639  0.13758055           NA
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ONSLOW                NA          NA  2.775345509  0.32123965           NA
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PAMLICO               NA          NA -0.191128031 -0.27418643           NA
## PASQUOTANK    0.65731721  0.41347347  0.063195777  0.76326483  0.482084708
## PENDER                NA          NA -0.424776942 -0.59188553           NA
## PERQUIMANS   -0.23769632 -0.19901386 -0.081032679 -0.32365187 -0.220149551
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROCKINGHAM   -0.19337146 -0.19049285 -0.060734585 -0.07981207 -0.187915880
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## SWAIN                 NA          NA  0.246087002 -0.27390230  0.518417336
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## TYRRELL       0.26762975  0.39946077  0.031660963 -0.25989055  0.503622728
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WARREN        1.17621419  1.56756222  0.400793041 -0.20961961  1.509088290
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YADKIN       -0.65382397 -0.66847235 -0.784921951 -0.36798861 -0.678762050
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BERTIE        1.26888571  1.232149603 -0.07486345 -0.43775435 -0.506120915
## BLADEN        0.83545054  0.786029195 -0.18632318 -0.43775435 -0.293009869
## BRUNSWICK    -0.95005805 -0.457896729 -0.06695762  1.34736038  0.391050281
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CAMDEN       -1.19456777  1.569582455  0.55311104 -0.43775435 -1.240170076
## CARTERET              NA -0.615841754  0.53819299 -0.43775435 -0.628462442
## CASWELL       0.23611939  0.482100932 -0.20116871 -0.43775435 -1.240170076
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLAY         -1.03587837  0.950938593 -0.15888632 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## COLUMBUS      0.58019700  0.238989406 -0.18974009  1.27139805 -0.303086041
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## CUMBERLAND    1.49658356 -0.861079725 -0.21137222  0.38614475 -0.110863675
## CURRITUCK             NA  0.073622529  0.94625169 -0.43775435 -1.240170076
## DARE                  NA -0.289683996  2.16756344 -0.43775435 -0.322608625
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GATES        -0.20853545  1.172714924 -0.17961118 -0.43775435 -1.240170076
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## GREENE        1.42240837  0.275968704 -0.21098455 -0.43775435 -1.240170076
## GUILFORD      0.86397444 -0.936202160 -0.21071704 -0.43775435  2.530630406
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## HENDERSON    -1.18847067 -0.739698682 -0.21140951  0.67794235  1.002757915
## HERTFORD      1.62223765  0.148117210 -0.18832121 -0.43775435  0.305196578
## HOKE          2.24152143 -0.049393346 -0.20934299 -0.43775435 -1.240170076
## HYDE                  NA  5.674993783  9.06729234 -0.43775435 -1.240170076
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JACKSON      -0.55721156  0.168278148 -0.20383617 -0.43775435 -0.675516875
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## JONES         0.67833190  3.376171617 -0.19148229 -0.43775435 -1.240170076
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MECKLENBURG   0.72308210 -1.020201811 -0.21069329 -0.29301532  1.378599902
## MITCHELL     -0.94236281 -0.036215645 -0.21040968 -0.43775435 -0.191528418
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NEW HANOVER           NA -0.976611190 -0.13846857  0.23166367  2.307734200
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ONSLOW                NA -0.557122739 -0.11522645  1.23579071 -0.016754808
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PAMLICO               NA  0.631305150  0.92551665 -0.43775435 -0.110863675
## PASQUOTANK    0.40859627 -0.504860846 -0.05539884 -0.43775435  0.453789526
## PENDER                NA  0.720248215 -0.08415336 -0.43775435 -0.781389350
## PERQUIMANS   -0.22835817  0.281062691  0.23487093 -0.43775435 -0.016754808
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROCKINGHAM   -0.19769661 -0.539861627 -0.20656857 -0.43775435  1.100276523
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## SWAIN         0.43168784  1.829317957 -0.14476947 -0.43775435 -0.016754808
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## TYRRELL       0.43351026  4.092415028  2.50143335 -0.43775435 -1.240170076
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WARREN        1.52449601  0.811621841 -0.14680105 -0.43775435 -1.240170076
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YADKIN       -0.68669136 -0.290583001 -0.20680345  2.43118004 -0.715849247
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area
## ALAMANCE     -1.004614926 -0.570739709
## ALEXANDER    -0.247982846 -0.309803626
## ALLEGHANY     0.491340833  0.084238178
## ANSON         0.533792116  0.298876995
## ASHE          0.621000504  0.009792536
## AVERY         0.371453730 -0.143457939
## BEAUFORT      0.340911248  0.284172306
## BERTIE        1.140111892  0.649596214
## BLADEN        0.630311176  0.303099794
## BRUNSWICK    -0.510881985 -0.304036519
## BUNCOMBE     -0.881475362 -0.556184260
## BURKE        -0.498977247 -0.388721264
## CABARRUS     -1.066718248 -0.571982807
## CALDWELL     -0.679360962 -0.431435266
## CAMDEN        1.730298210  1.200811811
## CARTERET     -0.337150890 -0.052951600
## CASWELL       0.521776108  0.170289104
## CATAWBA      -0.882699399 -0.552577113
## CHATHAM       0.198116582  0.025501297
## CHEROKEE      0.633198385  0.085796213
## CHOWAN        0.014587738 -0.097867343
## CLAY          1.110120758  0.418134268
## CLEVELAND    -0.714674750 -0.492521571
## COLUMBUS      0.147238464  0.002483129
## CRAVEN       -0.438699215 -0.278306379
## CUMBERLAND   -1.112983200 -0.590862701
## CURRITUCK     1.293404201  0.587141868
## DARE          0.821384240  1.040224736
## DAVIDSON     -0.822743479 -0.520073488
## DAVIE        -0.242226375 -0.321530179
## DUPLIN        0.545875870  0.149929092
## DURHAM       -1.235448270 -0.640356895
## EDGECOMBE    -0.423063400 -0.317212035
## FORSYTH      -1.272893626 -0.649383282
## FRANKLIN      0.163158097 -0.106020664
## GASTON       -1.176103576 -0.636061049
## GATES         1.294733302  0.570402989
## GRAHAM        1.270647421  0.648689061
## GRANVILLE    -0.031018608 -0.091011577
## GREENE        0.502453166  0.032315528
## GUILFORD     -1.232231086 -0.629058691
## HALIFAX      -0.250853411 -0.183307771
## HARNETT      -0.388545948 -0.355942192
## HAYWOOD      -0.386225985 -0.292858921
## HENDERSON    -0.763241984 -0.523910527
## HERTFORD      0.236667229 -0.009904929
## HOKE         -0.287568870 -0.151112951
## HYDE          5.504819980  8.075111099
## IREDELL      -0.843780764 -0.517148468
## JACKSON       0.271039588 -0.025960778
## JOHNSTON     -0.383091111 -0.368600293
## JONES         3.009570357  1.710456544
## LEE          -0.723768701 -0.458256103
## LENOIR       -0.547612924 -0.404515822
## LINCOLN      -0.707358404 -0.491072384
## MACON         0.001205813 -0.189180064
## MADISON       0.225651756 -0.045386389
## MARTIN        0.883408796  0.319251982
## MCDOWELL      0.510569931  0.082565186
## MECKLENBURG  -1.397887086 -0.676396884
## MITCHELL      0.347444959 -0.130452234
## MONTGOMERY    0.480313017  0.110406818
## MOORE        -0.308486478 -0.265527414
## NASH         -0.582029322 -0.405825418
## NEW HANOVER  -1.196041332 -0.615662386
## NORTHAMPTON   0.681602573  0.215617895
## ONSLOW       -0.679049113 -0.376824363
## ORANGE       -0.914013746 -0.515467589
## PAMLICO       0.960102942  0.839466233
## PASQUOTANK   -0.631161903 -0.301004457
## PENDER        0.669304034  0.320501727
## PERQUIMANS    0.497336451  0.297846450
## PERSON       -0.275084353 -0.135809870
## PITT         -0.784158934 -0.463933171
## POLK          0.478992829  0.003921703
## RANDOLPH     -0.483520731 -0.377405731
## RICHMOND     -0.546654085 -0.293167956
## ROBESON      -0.342952452 -0.329227571
## ROCKINGHAM   -0.505100704 -0.404351970
## ROWAN        -0.890402779 -0.509257528
## RUTHERFORD   -0.408967601 -0.317690388
## SAMPSON       0.296646237  0.041406525
## SCOTLAND     -0.440327524 -0.288602261
## STANLY       -0.542800059 -0.394524569
## STOKES        0.101912849 -0.167127224
## SURRY        -0.374739388 -0.374067373
## SWAIN         1.284892227  0.918116029
## TRANSYLVANIA  0.054430987 -0.164750793
## TYRRELL       2.980738642  3.653548900
## UNION        -0.806133576 -0.489699968
## VANCE        -0.667579270 -0.410475601
## WAKE         -1.264027586 -0.643084940
## WARREN        0.884737703  0.385311410
## WASHINGTON    0.391475220  0.315462626
## WATAUGA      -0.104195162 -0.339018720
## WAYNE        -0.634007708 -0.443398130
## WILKES       -0.054790683 -0.185189481
## WILSON       -0.779954595 -0.464878472
## YADKIN       -0.254633806 -0.267708420
## YANCEY        0.833917367  0.169358183
ej.scaled <- ej.scaled %>%
  na.omit()
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                 objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.55097332 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE     -1.37255549 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.31576183 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.27504184 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA      -1.13975505 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.10492875 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND    -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN       -0.98946616 -0.871576525  0.43133100  0.323919951  0.17189396
## DAVIDSON     -0.81372728 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.77809729 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.76229151 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.71219521 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.58092684 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.50779160 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM       -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.38884639 -0.389057471  1.10154925  0.990568906  1.31590536
## HALIFAX      -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.17319120 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL      -0.03576126 -0.060187717  0.22585625  0.316367651  0.17116760
## JOHNSTON      0.03067661  0.008371874  2.37685845  2.468148322  2.33210651
## LEE           0.06684239  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.08934554  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.11533132  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.13703079  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.15283657  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.16462393  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.17453603  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY    0.49091960  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.51208328  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.54476642  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON   0.63236797  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE        0.70978952  0.593574368  1.29466131  1.003413274  0.80312107
## PERSON        0.78131739  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.81400053  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.84293315  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.86918683  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.90320945  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.93776785  0.954472307  0.15561782  0.169539503 -0.21387511
## ROWAN         1.02349414  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.06260676  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.08859254  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.10788095  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.12743726  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.14806514  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.17217566  1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA  1.20110828  1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION         1.23807774  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.27451141  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.40524400  1.421253533  2.44784241  2.463992051  2.43641174
## WASHINGTON    1.53919131  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.55151447  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.57991130  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.61420181  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.64313443  1.627004518  0.04579453  0.096185685 -0.06459216
## YANCEY        1.67635337  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area
## ALAMANCE     -1.004614926 -0.570739709
## ALEXANDER    -0.247982846 -0.309803626
## ALLEGHANY     0.491340833  0.084238178
## ANSON         0.533792116  0.298876995
## ASHE          0.621000504  0.009792536
## AVERY         0.371453730 -0.143457939
## BEAUFORT      0.340911248  0.284172306
## BUNCOMBE     -0.881475362 -0.556184260
## BURKE        -0.498977247 -0.388721264
## CABARRUS     -1.066718248 -0.571982807
## CALDWELL     -0.679360962 -0.431435266
## CATAWBA      -0.882699399 -0.552577113
## CHATHAM       0.198116582  0.025501297
## CHEROKEE      0.633198385  0.085796213
## CHOWAN        0.014587738 -0.097867343
## CLEVELAND    -0.714674750 -0.492521571
## CRAVEN       -0.438699215 -0.278306379
## DAVIDSON     -0.822743479 -0.520073488
## DAVIE        -0.242226375 -0.321530179
## DUPLIN        0.545875870  0.149929092
## DURHAM       -1.235448270 -0.640356895
## EDGECOMBE    -0.423063400 -0.317212035
## FORSYTH      -1.272893626 -0.649383282
## FRANKLIN      0.163158097 -0.106020664
## GASTON       -1.176103576 -0.636061049
## GRAHAM        1.270647421  0.648689061
## GRANVILLE    -0.031018608 -0.091011577
## HALIFAX      -0.250853411 -0.183307771
## HARNETT      -0.388545948 -0.355942192
## HAYWOOD      -0.386225985 -0.292858921
## IREDELL      -0.843780764 -0.517148468
## JOHNSTON     -0.383091111 -0.368600293
## LEE          -0.723768701 -0.458256103
## LENOIR       -0.547612924 -0.404515822
## LINCOLN      -0.707358404 -0.491072384
## MACON         0.001205813 -0.189180064
## MADISON       0.225651756 -0.045386389
## MARTIN        0.883408796  0.319251982
## MCDOWELL      0.510569931  0.082565186
## MONTGOMERY    0.480313017  0.110406818
## MOORE        -0.308486478 -0.265527414
## NASH         -0.582029322 -0.405825418
## NORTHAMPTON   0.681602573  0.215617895
## ORANGE       -0.914013746 -0.515467589
## PERSON       -0.275084353 -0.135809870
## PITT         -0.784158934 -0.463933171
## POLK          0.478992829  0.003921703
## RANDOLPH     -0.483520731 -0.377405731
## RICHMOND     -0.546654085 -0.293167956
## ROBESON      -0.342952452 -0.329227571
## ROWAN        -0.890402779 -0.509257528
## RUTHERFORD   -0.408967601 -0.317690388
## SAMPSON       0.296646237  0.041406525
## SCOTLAND     -0.440327524 -0.288602261
## STANLY       -0.542800059 -0.394524569
## STOKES        0.101912849 -0.167127224
## SURRY        -0.374739388 -0.374067373
## TRANSYLVANIA  0.054430987 -0.164750793
## UNION        -0.806133576 -0.489699968
## VANCE        -0.667579270 -0.410475601
## WAKE         -1.264027586 -0.643084940
## WASHINGTON    0.391475220  0.315462626
## WATAUGA      -0.104195162 -0.339018720
## WAYNE        -0.634007708 -0.443398130
## WILKES       -0.054790683 -0.185189481
## WILSON       -0.779954595 -0.464878472
## YANCEY        0.833917367  0.169358183

Interpretation: To improve our analysis, we are going to use K-Cluster Means and PCA. We start by creating a matrix to remove non-numeric columns and then scaling, or normalizing, all of our variables to produce more accurate results.

Identifying Clusters

#Calculating distance and dissimilarity
distance <- get_dist(ej.scaled[c(1:10),] %>%  dplyr::select(contains("_h")), method="spearman")
fviz_dist(distance, gradient = list(low = "#00AFBB", mid = "white", high = "#FC4E07"))

#Scree plot to identify clusters
set.seed(123)

fviz_nbclust(ej.scaled, kmeans, method = "wss")

Interpretation: The above chunk allows us to see which counties might be more or less similar. We also create a skree plot to identify the optimal number of clusters, which is 3 in this case.

Calculating clusters

k3 <- kmeans(ej.scaled, centers = 3, nstart = 1000, algorithm = "Lloyd")
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k3
## K-means clustering with 3 clusters of sizes 27, 23, 17
## 
## Cluster means:
##   per_tested num_high_lead per_highlead_h       fips  bf_acreage   objectid
## 1  0.1192588   -0.35426791     -0.1215625 -0.1283016 -0.19440433 -0.1357951
## 2 -0.4848124    0.50054794     -0.3399600 -0.1176445 -0.04221132 -0.1205091
## 3  0.6192206   -0.04574886      0.3968378  0.5180503 -0.14098815  0.5204983
##           id  acstotpop acsipovbas acseducbas   acstothh   acstothu   minorpop
## 1 -0.1255933 -0.2577004 -0.2471308 -0.1346721 -0.1032276  0.2389239 -0.9342538
## 2 -0.1244944  0.9218400  0.9407291  0.8670808  0.8279795  0.2089188  0.4291082
## 3  0.5180482 -0.5344504 -0.5153508 -0.6770998 -0.6402566 -0.8163416  0.7682718
##      minorpct  lowincome   lowincpct      lesshs  lesshspct     under5
## 1 -0.92988057 -0.2810475 -0.04152328 -0.12177628 -0.0349765 -0.4858505
## 2  0.09102334  0.4053368 -0.41473882  0.09496216 -0.2723036  0.8037692
## 3  1.27336003  0.3400774  1.17493732  0.55804647  1.0429876 -0.1225725
##    under5pct        over64   over64pct    pre1960  pre1960pct    vuleopct
## 1 -0.4952427  0.5384180959  0.71978998  0.4800266  0.09208027 -0.75551335
## 2  0.5291242  0.0001044246 -0.71305957 -0.1988557 -0.12073447 -0.06314548
## 3  0.5955385 -0.6184717129 -0.05099408  0.3323814  0.85050424  1.40060118
##        vuleo     dispeo       dslpm     cancer       resp       pnpl       prmp
## 1 -0.8104642 -0.7620400 -0.54647458 -0.5722759 -0.6246510  0.0122156 -0.2305473
## 2  0.4545481 -0.1884778  1.19044318  1.0071900  0.9570712  0.4626778  0.5444059
## 3  0.6929042  1.2495140 -0.08272457  0.2171961  0.3229969 -0.4346194  0.3382885
##        ptsdf       ozone        pm25  d_dslpm_2  d_cancr_2   d_pnpl_2
## 1 -0.2924587  0.08425329 -0.52987084 -0.6605042 -0.7457766 -0.5358566
## 2  0.7259390  0.83003384  1.12005300 -0.1945228 -0.2529506  0.1858665
## 3 -0.3418500 -0.51903149 -0.01783842  1.1588634  1.2607702  0.3234461
##    d_ptsdf_2  d_ozone_2   d_pm25_2    arealand  areawater    npl_cnt   tsdf_cnt
## 1 -0.4755265 -0.8126259 -0.7891786 -0.06691693 -0.1816305  0.1674880 -0.1091978
## 2  0.3118483 -0.2457867 -0.2753443 -0.59935158 -0.2042502  0.2006856  0.8339113
## 3  0.2022306  1.1745919  1.1802053 -0.06167831 -0.1834202 -0.3225030 -0.4335424
##   shape_length shape_area
## 1   0.04273085 -0.1354595
## 2  -0.70910986 -0.4404741
## 3  -0.10439763 -0.1368439
## 
## Clustering vector:
##     ALAMANCE    ALEXANDER    ALLEGHANY        ANSON         ASHE        AVERY 
##            2            1            1            3            1            1 
##     BEAUFORT     BUNCOMBE        BURKE     CABARRUS     CALDWELL      CATAWBA 
##            1            1            1            2            1            2 
##      CHATHAM     CHEROKEE       CHOWAN    CLEVELAND       CRAVEN     DAVIDSON 
##            2            1            1            2            1            2 
##        DAVIE       DUPLIN       DURHAM    EDGECOMBE      FORSYTH     FRANKLIN 
##            1            3            2            3            2            2 
##       GASTON       GRAHAM    GRANVILLE      HALIFAX      HARNETT      HAYWOOD 
##            2            1            2            3            2            1 
##      IREDELL     JOHNSTON          LEE       LENOIR      LINCOLN        MACON 
##            2            2            2            3            2            1 
##      MADISON       MARTIN     MCDOWELL   MONTGOMERY        MOORE         NASH 
##            1            1            3            3            1            3 
##  NORTHAMPTON       ORANGE       PERSON         PITT         POLK     RANDOLPH 
##            3            2            2            2            1            2 
##     RICHMOND      ROBESON        ROWAN   RUTHERFORD      SAMPSON     SCOTLAND 
##            3            3            2            1            3            3 
##       STANLY       STOKES        SURRY TRANSYLVANIA        UNION        VANCE 
##            1            1            1            1            2            3 
##         WAKE   WASHINGTON      WATAUGA        WAYNE       WILKES       WILSON 
##            2            3            1            3            1            3 
##       YANCEY 
##            1 
## 
## Within cluster sum of squares by cluster:
## [1] 680.7707 717.0816 313.1790
##  (between_SS / total_SS =  35.0 %)
## 
## Available components:
## 
## [1] "cluster"      "centers"      "totss"        "withinss"     "tot.withinss"
## [6] "betweenss"    "size"         "iter"         "ifault"

Plot cluster outputs

ej.scaled %>% 
  mutate(cluster = k3$cluster,
         county = row.names(ej.scaled)) %>%
  ggplot(aes(per_highlead_h, cancer,color = factor(cluster), label = county)) +
  geom_text() +
  theme_bw()

ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                 objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.55097332 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE     -1.37255549 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.31576183 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.27504184 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA      -1.13975505 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.10492875 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND    -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN       -0.98946616 -0.871576525  0.43133100  0.323919951  0.17189396
## DAVIDSON     -0.81372728 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.77809729 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.76229151 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.71219521 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.58092684 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.50779160 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM       -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.38884639 -0.389057471  1.10154925  0.990568906  1.31590536
## HALIFAX      -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.17319120 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL      -0.03576126 -0.060187717  0.22585625  0.316367651  0.17116760
## JOHNSTON      0.03067661  0.008371874  2.37685845  2.468148322  2.33210651
## LEE           0.06684239  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.08934554  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.11533132  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.13703079  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.15283657  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.16462393  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.17453603  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY    0.49091960  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.51208328  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.54476642  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON   0.63236797  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE        0.70978952  0.593574368  1.29466131  1.003413274  0.80312107
## PERSON        0.78131739  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.81400053  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.84293315  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.86918683  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.90320945  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.93776785  0.954472307  0.15561782  0.169539503 -0.21387511
## ROWAN         1.02349414  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.06260676  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.08859254  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.10788095  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.12743726  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.14806514  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.17217566  1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA  1.20110828  1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION         1.23807774  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.27451141  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.40524400  1.421253533  2.44784241  2.463992051  2.43641174
## WASHINGTON    1.53919131  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.55151447  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.57991130  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.61420181  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.64313443  1.627004518  0.04579453  0.096185685 -0.06459216
## YANCEY        1.67635337  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area
## ALAMANCE     -1.004614926 -0.570739709
## ALEXANDER    -0.247982846 -0.309803626
## ALLEGHANY     0.491340833  0.084238178
## ANSON         0.533792116  0.298876995
## ASHE          0.621000504  0.009792536
## AVERY         0.371453730 -0.143457939
## BEAUFORT      0.340911248  0.284172306
## BUNCOMBE     -0.881475362 -0.556184260
## BURKE        -0.498977247 -0.388721264
## CABARRUS     -1.066718248 -0.571982807
## CALDWELL     -0.679360962 -0.431435266
## CATAWBA      -0.882699399 -0.552577113
## CHATHAM       0.198116582  0.025501297
## CHEROKEE      0.633198385  0.085796213
## CHOWAN        0.014587738 -0.097867343
## CLEVELAND    -0.714674750 -0.492521571
## CRAVEN       -0.438699215 -0.278306379
## DAVIDSON     -0.822743479 -0.520073488
## DAVIE        -0.242226375 -0.321530179
## DUPLIN        0.545875870  0.149929092
## DURHAM       -1.235448270 -0.640356895
## EDGECOMBE    -0.423063400 -0.317212035
## FORSYTH      -1.272893626 -0.649383282
## FRANKLIN      0.163158097 -0.106020664
## GASTON       -1.176103576 -0.636061049
## GRAHAM        1.270647421  0.648689061
## GRANVILLE    -0.031018608 -0.091011577
## HALIFAX      -0.250853411 -0.183307771
## HARNETT      -0.388545948 -0.355942192
## HAYWOOD      -0.386225985 -0.292858921
## IREDELL      -0.843780764 -0.517148468
## JOHNSTON     -0.383091111 -0.368600293
## LEE          -0.723768701 -0.458256103
## LENOIR       -0.547612924 -0.404515822
## LINCOLN      -0.707358404 -0.491072384
## MACON         0.001205813 -0.189180064
## MADISON       0.225651756 -0.045386389
## MARTIN        0.883408796  0.319251982
## MCDOWELL      0.510569931  0.082565186
## MONTGOMERY    0.480313017  0.110406818
## MOORE        -0.308486478 -0.265527414
## NASH         -0.582029322 -0.405825418
## NORTHAMPTON   0.681602573  0.215617895
## ORANGE       -0.914013746 -0.515467589
## PERSON       -0.275084353 -0.135809870
## PITT         -0.784158934 -0.463933171
## POLK          0.478992829  0.003921703
## RANDOLPH     -0.483520731 -0.377405731
## RICHMOND     -0.546654085 -0.293167956
## ROBESON      -0.342952452 -0.329227571
## ROWAN        -0.890402779 -0.509257528
## RUTHERFORD   -0.408967601 -0.317690388
## SAMPSON       0.296646237  0.041406525
## SCOTLAND     -0.440327524 -0.288602261
## STANLY       -0.542800059 -0.394524569
## STOKES        0.101912849 -0.167127224
## SURRY        -0.374739388 -0.374067373
## TRANSYLVANIA  0.054430987 -0.164750793
## UNION        -0.806133576 -0.489699968
## VANCE        -0.667579270 -0.410475601
## WAKE         -1.264027586 -0.643084940
## WASHINGTON    0.391475220  0.315462626
## WATAUGA      -0.104195162 -0.339018720
## WAYNE        -0.634007708 -0.443398130
## WILKES       -0.054790683 -0.185189481
## WILSON       -0.779954595 -0.464878472
## YANCEY        0.833917367  0.169358183

Interpretation: While these clusters aren’t perfectly dissimilar, and some overlap exists, there are patterns. Blue and green seem to be highest in terms of cancer toxicity risks, which the red counties seem to be overall lower risks. ##Unsupervised Machine learning: Principle Component Analysis

Calculating PCA

pca.ej.health <- prcomp(ej.scaled %>% dplyr::select(contains("_h")))
pca.ej.health
## Standard deviations (1, .., p=2):
## [1] 0.9147548 0.7844282
## 
## Rotation (n x k) = (2 x 2):
##                       PC1        PC2
## num_high_lead  -0.9486319 -0.3163820
## per_highlead_h -0.3163820  0.9486319

Analyzing PCA Output

names(pca.ej.health)
## [1] "sdev"     "rotation" "center"   "scale"    "x"
pca.ej.health$rotation
##                       PC1        PC2
## num_high_lead  -0.9486319 -0.3163820
## per_highlead_h -0.3163820  0.9486319
#Extract PC1
pca.ej.health$rotation[,1]
##  num_high_lead per_highlead_h 
##     -0.9486319     -0.3163820
pca.ej.health$rotation[,2]
##  num_high_lead per_highlead_h 
##     -0.3163820      0.9486319
#Using get_pca_var
get_pca_var(pca.ej.health)$contrib[,] #<- % contribution to each PC
##                   Dim.1    Dim.2
## num_high_lead  89.99024 10.00976
## per_highlead_h 10.00976 89.99024
sum(get_pca_var(pca.ej.health)$contrib[,1])
## [1] 100

Interpretation: This output allows us to understand how much each variable is contributing to the variation in the principle components. Dim 1 is being heavily influenced by the cancer and respiratory variables. Dim 2 is being heavily influenced by the percentage of children with elevated BLLs.

Plotting PCA

biplot(pca.ej.health, scale=0, title = "PCA - Environmental Health in NC", alpha.var=0.3, repel = TRUE)
## Warning in plot.window(...): "title" is not a graphical parameter
## Warning in plot.window(...): "alpha.var" is not a graphical parameter
## Warning in plot.window(...): "repel" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "title" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "alpha.var" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "repel" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "title" is not a
## graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "alpha.var" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "repel" is not a
## graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "title" is not a
## graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "alpha.var" is not
## a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "repel" is not a
## graphical parameter
## Warning in box(...): "title" is not a graphical parameter
## Warning in box(...): "alpha.var" is not a graphical parameter
## Warning in box(...): "repel" is not a graphical parameter
## Warning in title(...): "title" is not a graphical parameter
## Warning in title(...): "alpha.var" is not a graphical parameter
## Warning in title(...): "repel" is not a graphical parameter
## Warning in text.default(x, xlabs, cex = cex[1L], col = col[1L], ...): "title" is
## not a graphical parameter
## Warning in text.default(x, xlabs, cex = cex[1L], col = col[1L], ...):
## "alpha.var" is not a graphical parameter
## Warning in text.default(x, xlabs, cex = cex[1L], col = col[1L], ...): "repel" is
## not a graphical parameter
## Warning in plot.window(...): "title" is not a graphical parameter
## Warning in plot.window(...): "alpha.var" is not a graphical parameter
## Warning in plot.window(...): "repel" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "title" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "alpha.var" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "repel" is not a graphical parameter
## Warning in title(...): "title" is not a graphical parameter
## Warning in title(...): "alpha.var" is not a graphical parameter
## Warning in title(...): "repel" is not a graphical parameter
## Warning in axis(3, col = col[2L], ...): "title" is not a graphical parameter
## Warning in axis(3, col = col[2L], ...): "alpha.var" is not a graphical parameter
## Warning in axis(3, col = col[2L], ...): "repel" is not a graphical parameter
## Warning in axis(4, col = col[2L], ...): "title" is not a graphical parameter
## Warning in axis(4, col = col[2L], ...): "alpha.var" is not a graphical parameter
## Warning in axis(4, col = col[2L], ...): "repel" is not a graphical parameter
## Warning in text.default(y, labels = ylabs, cex = cex[2L], col = col[2L], :
## "title" is not a graphical parameter
## Warning in text.default(y, labels = ylabs, cex = cex[2L], col = col[2L], :
## "alpha.var" is not a graphical parameter
## Warning in text.default(y, labels = ylabs, cex = cex[2L], col = col[2L], :
## "repel" is not a graphical parameter

Plotting Clusters

k3 <- kmeans(ej.scaled %>% dplyr::select(contains("_h")), centers = 3, nstart = 1000, algorithm = 'Lloyd') 
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fviz_cluster(k3, data = ej.scaled %>% dplyr::select(contains("_h")),
             palette = c("#FF0000", "#00A08A", "#F2AD00"),
               star.plot = TRUE,
               repel = TRUE,
             show.clust.cent = TRUE) + 
               scale_shape_manual(values=c(15,16,17))+
              ggtitle('K-means Clustering', subtitle='across first two Principal Components') +
              guides(fill = guide_legend(override.aes = aes(label = "")))+
  theme_classic() +
             theme(legend.position="right")
## Warning: ggrepel: 33 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps

Interpetation: As previously discussed, Dim1 is largely being driven by poor air quality and cancer toxicity risks, while Dim 2 is largely driven by lead levels. Cluster 1 does relatively better on lead, but worse on air quality and cancer toxicity. Cluster 2 does best overally along both dimensions, while Cluster 3 is being largely driven by increased blood lead levels.

#Variable Transformations Adding clusters to dataframe & creating brownfield proportion variable

#Adding the clusters to our dataset to improve regessions
ej.scaled$cluster <- k3$cluster
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                 objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.55097332 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE     -1.37255549 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.31576183 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.27504184 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA      -1.13975505 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.10492875 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND    -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN       -0.98946616 -0.871576525  0.43133100  0.323919951  0.17189396
## DAVIDSON     -0.81372728 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.77809729 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.76229151 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.71219521 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.58092684 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.50779160 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM       -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.38884639 -0.389057471  1.10154925  0.990568906  1.31590536
## HALIFAX      -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.17319120 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL      -0.03576126 -0.060187717  0.22585625  0.316367651  0.17116760
## JOHNSTON      0.03067661  0.008371874  2.37685845  2.468148322  2.33210651
## LEE           0.06684239  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.08934554  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.11533132  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.13703079  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.15283657  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.16462393  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.17453603  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY    0.49091960  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.51208328  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.54476642  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON   0.63236797  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE        0.70978952  0.593574368  1.29466131  1.003413274  0.80312107
## PERSON        0.78131739  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.81400053  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.84293315  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.86918683  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.90320945  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.93776785  0.954472307  0.15561782  0.169539503 -0.21387511
## ROWAN         1.02349414  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.06260676  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.08859254  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.10788095  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.12743726  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.14806514  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.17217566  1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA  1.20110828  1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION         1.23807774  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.27451141  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.40524400  1.421253533  2.44784241  2.463992051  2.43641174
## WASHINGTON    1.53919131  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.55151447  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.57991130  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.61420181  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.64313443  1.627004518  0.04579453  0.096185685 -0.06459216
## YANCEY        1.67635337  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area cluster
## ALAMANCE     -1.004614926 -0.570739709       3
## ALEXANDER    -0.247982846 -0.309803626       3
## ALLEGHANY     0.491340833  0.084238178       1
## ANSON         0.533792116  0.298876995       1
## ASHE          0.621000504  0.009792536       3
## AVERY         0.371453730 -0.143457939       1
## BEAUFORT      0.340911248  0.284172306       3
## BUNCOMBE     -0.881475362 -0.556184260       3
## BURKE        -0.498977247 -0.388721264       1
## CABARRUS     -1.066718248 -0.571982807       3
## CALDWELL     -0.679360962 -0.431435266       3
## CATAWBA      -0.882699399 -0.552577113       3
## CHATHAM       0.198116582  0.025501297       3
## CHEROKEE      0.633198385  0.085796213       3
## CHOWAN        0.014587738 -0.097867343       3
## CLEVELAND    -0.714674750 -0.492521571       3
## CRAVEN       -0.438699215 -0.278306379       3
## DAVIDSON     -0.822743479 -0.520073488       1
## DAVIE        -0.242226375 -0.321530179       1
## DUPLIN        0.545875870  0.149929092       3
## DURHAM       -1.235448270 -0.640356895       3
## EDGECOMBE    -0.423063400 -0.317212035       3
## FORSYTH      -1.272893626 -0.649383282       2
## FRANKLIN      0.163158097 -0.106020664       3
## GASTON       -1.176103576 -0.636061049       3
## GRAHAM        1.270647421  0.648689061       3
## GRANVILLE    -0.031018608 -0.091011577       3
## HALIFAX      -0.250853411 -0.183307771       1
## HARNETT      -0.388545948 -0.355942192       1
## HAYWOOD      -0.386225985 -0.292858921       3
## IREDELL      -0.843780764 -0.517148468       3
## JOHNSTON     -0.383091111 -0.368600293       3
## LEE          -0.723768701 -0.458256103       1
## LENOIR       -0.547612924 -0.404515822       1
## LINCOLN      -0.707358404 -0.491072384       3
## MACON         0.001205813 -0.189180064       1
## MADISON       0.225651756 -0.045386389       1
## MARTIN        0.883408796  0.319251982       1
## MCDOWELL      0.510569931  0.082565186       1
## MONTGOMERY    0.480313017  0.110406818       1
## MOORE        -0.308486478 -0.265527414       3
## NASH         -0.582029322 -0.405825418       1
## NORTHAMPTON   0.681602573  0.215617895       1
## ORANGE       -0.914013746 -0.515467589       3
## PERSON       -0.275084353 -0.135809870       1
## PITT         -0.784158934 -0.463933171       3
## POLK          0.478992829  0.003921703       3
## RANDOLPH     -0.483520731 -0.377405731       1
## RICHMOND     -0.546654085 -0.293167956       1
## ROBESON      -0.342952452 -0.329227571       3
## ROWAN        -0.890402779 -0.509257528       1
## RUTHERFORD   -0.408967601 -0.317690388       3
## SAMPSON       0.296646237  0.041406525       3
## SCOTLAND     -0.440327524 -0.288602261       1
## STANLY       -0.542800059 -0.394524569       1
## STOKES        0.101912849 -0.167127224       1
## SURRY        -0.374739388 -0.374067373       1
## TRANSYLVANIA  0.054430987 -0.164750793       3
## UNION        -0.806133576 -0.489699968       3
## VANCE        -0.667579270 -0.410475601       3
## WAKE         -1.264027586 -0.643084940       2
## WASHINGTON    0.391475220  0.315462626       3
## WATAUGA      -0.104195162 -0.339018720       3
## WAYNE        -0.634007708 -0.443398130       3
## WILKES       -0.054790683 -0.185189481       3
## WILSON       -0.779954595 -0.464878472       1
## YANCEY        0.833917367  0.169358183       1
#Creating brownfields as a proportion of population
ej.scaled$bf_prop <- ej.scaled$bf_acreage/ej.scaled$acstotpop
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                 objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.55097332 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE     -1.37255549 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.31576183 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.27504184 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA      -1.13975505 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.10492875 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND    -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN       -0.98946616 -0.871576525  0.43133100  0.323919951  0.17189396
## DAVIDSON     -0.81372728 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.77809729 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.76229151 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.71219521 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.58092684 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.50779160 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM       -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.38884639 -0.389057471  1.10154925  0.990568906  1.31590536
## HALIFAX      -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.17319120 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL      -0.03576126 -0.060187717  0.22585625  0.316367651  0.17116760
## JOHNSTON      0.03067661  0.008371874  2.37685845  2.468148322  2.33210651
## LEE           0.06684239  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.08934554  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.11533132  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.13703079  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.15283657  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.16462393  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.17453603  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY    0.49091960  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.51208328  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.54476642  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON   0.63236797  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE        0.70978952  0.593574368  1.29466131  1.003413274  0.80312107
## PERSON        0.78131739  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.81400053  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.84293315  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.86918683  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.90320945  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.93776785  0.954472307  0.15561782  0.169539503 -0.21387511
## ROWAN         1.02349414  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.06260676  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.08859254  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.10788095  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.12743726  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.14806514  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.17217566  1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA  1.20110828  1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION         1.23807774  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.27451141  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.40524400  1.421253533  2.44784241  2.463992051  2.43641174
## WASHINGTON    1.53919131  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.55151447  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.57991130  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.61420181  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.64313443  1.627004518  0.04579453  0.096185685 -0.06459216
## YANCEY        1.67635337  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area cluster     bf_prop
## ALAMANCE     -1.004614926 -0.570739709       3 -0.03513348
## ALEXANDER    -0.247982846 -0.309803626       3 -1.28447255
## ALLEGHANY     0.491340833  0.084238178       1  0.23019103
## ANSON         0.533792116  0.298876995       1  0.76847090
## ASHE          0.621000504  0.009792536       3  0.43636036
## AVERY         0.371453730 -0.143457939       1  0.28534718
## BEAUFORT      0.340911248  0.284172306       3  0.41765482
## BUNCOMBE     -0.881475362 -0.556184260       3  0.68528816
## BURKE        -0.498977247 -0.388721264       1 -0.49968520
## CABARRUS     -1.066718248 -0.571982807       3 -0.07809542
## CALDWELL     -0.679360962 -0.431435266       3  0.49903614
## CATAWBA      -0.882699399 -0.552577113       3 -0.28724715
## CHATHAM       0.198116582  0.025501297       3  0.10266243
## CHEROKEE      0.633198385  0.085796213       3  0.73588077
## CHOWAN        0.014587738 -0.097867343       3  0.17548566
## CLEVELAND    -0.714674750 -0.492521571       3  0.24060580
## CRAVEN       -0.438699215 -0.278306379       3 -0.53049333
## DAVIDSON     -0.822743479 -0.520073488       1 -1.55002163
## DAVIE        -0.242226375 -0.321530179       1 -0.46928750
## DUPLIN        0.545875870  0.149929092       3 -0.23107882
## DURHAM       -1.235448270 -0.640356895       3  0.15065159
## EDGECOMBE    -0.423063400 -0.317212035       3  0.28089889
## FORSYTH      -1.272893626 -0.649383282       2  3.95960284
## FRANKLIN      0.163158097 -0.106020664       3 -0.14022282
## GASTON       -1.176103576 -0.636061049       3 -0.13707296
## GRAHAM        1.270647421  0.648689061       3  0.24255402
## GRANVILLE    -0.031018608 -0.091011577       3 -0.25718133
## HALIFAX      -0.250853411 -0.183307771       1 -0.01079776
## HARNETT      -0.388545948 -0.355942192       1 -0.13294985
## HAYWOOD      -0.386225985 -0.292858921       3  0.46303232
## IREDELL      -0.843780764 -0.517148468       3 -0.86802940
## JOHNSTON     -0.383091111 -0.368600293       3 -0.10299680
## LEE          -0.723768701 -0.458256103       1 -0.54471975
## LENOIR       -0.547612924 -0.404515822       1  0.36478023
## LINCOLN      -0.707358404 -0.491072384       3 -0.46594245
## MACON         0.001205813 -0.189180064       1 12.72107015
## MADISON       0.225651756 -0.045386389       1  0.45482599
## MARTIN        0.883408796  0.319251982       1  0.77616238
## MCDOWELL      0.510569931  0.082565186       1  0.16701786
## MONTGOMERY    0.480313017  0.110406818       1  0.48096711
## MOORE        -0.308486478 -0.265527414       3 -0.41294121
## NASH         -0.582029322 -0.405825418       1 -0.73346820
## NORTHAMPTON   0.681602573  0.215617895       1  0.19236838
## ORANGE       -0.914013746 -0.515467589       3 -0.14515843
## PERSON       -0.275084353 -0.135809870       1 -2.04202452
## PITT         -0.784158934 -0.463933171       3 -0.21165954
## POLK          0.478992829  0.003921703       3 -0.37752189
## RANDOLPH     -0.483520731 -0.377405731       1 -0.37125894
## RICHMOND     -0.546654085 -0.293167956       1  0.28823467
## ROBESON      -0.342952452 -0.329227571       3  1.54487420
## ROWAN        -0.890402779 -0.509257528       1  5.57595022
## RUTHERFORD   -0.408967601 -0.317690388       3  0.30030325
## SAMPSON       0.296646237  0.041406525       3  1.88581301
## SCOTLAND     -0.440327524 -0.288602261       1 -1.67406323
## STANLY       -0.542800059 -0.394524569       1  0.75223019
## STOKES        0.101912849 -0.167127224       1 -5.96963652
## SURRY        -0.374739388 -0.374067373       1  0.22810933
## TRANSYLVANIA  0.054430987 -0.164750793       3 -2.42680211
## UNION        -0.806133576 -0.489699968       3 -0.03529178
## VANCE        -0.667579270 -0.410475601       3  0.82435438
## WAKE         -1.264027586 -0.643084940       2  0.37526010
## WASHINGTON    0.391475220  0.315462626       3  0.15269123
## WATAUGA      -0.104195162 -0.339018720       3 -0.33630549
## WAYNE        -0.634007708 -0.443398130       3 -0.40814984
## WILKES       -0.054790683 -0.185189481       3  0.57331411
## WILSON       -0.779954595 -0.464878472       1 -5.87847576
## YANCEY        0.833917367  0.169358183       1  0.78952046
full.join$bf_prop <- full.join$bf_acreage/full.join$acstotpop
full.join
##           county per_tested num_high_lead per_highlead_h  fips bf_acreage
## 1       ALAMANCE       50.1            36           0.02 37001    347.220
## 2      ALEXANDER       71.6             3           0.60 37003      0.000
## 3      ALLEGHANY       38.9             1           1.30 37005      0.000
## 4          ANSON       39.3             5           2.50 37007     20.120
## 5           ASHE       62.4             0           0.00 37009      0.000
## 6          AVERY       64.7             3           1.70 37011      5.710
## 7       BEAUFORT       76.2             5           0.70 37013    191.180
## 8         BERTIE       76.0             3           1.10 37015         NA
## 9         BLADEN       67.8             6           1.30 37017         NA
## 10     BRUNSWICK       59.7             3           0.30 37019    268.390
## 11      BUNCOMBE       60.5            19           0.60 37021    756.890
## 12         BURKE       75.9            16           1.20 37023    209.040
## 13      CABARRUS       49.9            21           0.80 37025    172.830
## 14      CALDWELL       68.5            10           0.90 37027    112.610
## 15        CAMDEN       56.7             1           0.90 37029         NA
## 16      CARTERET       64.7             7           1.00 37031     18.843
## 17       CASWELL       63.5             4           1.50 37033         NA
## 18       CATAWBA       65.2            12           0.60 37035    171.218
## 19       CHATHAM       49.5             3           0.50 37037    516.627
## 20      CHEROKEE       61.0             1           0.30 37039      0.000
## 21        CHOWAN       63.9             1           0.60 37041     90.980
## 22          CLAY       55.8             0           0.00 37043         NA
## 23     CLEVELAND       74.0            14           0.90 37045    187.670
## 24      COLUMBUS       68.0            10           1.30 37047         NA
## 25        CRAVEN       76.6            16           0.80 37049     92.500
## 26    CUMBERLAND       29.8            47           1.40 37051    258.110
## 27     CURRITUCK       31.7             1           0.60 37053      5.200
## 28          DARE       46.4             1           0.30 37055         NA
## 29      DAVIDSON       75.0            32           1.20 37057     37.950
## 30         DAVIE       67.3             7           1.40 37059     17.900
## 31        DUPLIN       73.6             5           0.50 37061    140.220
## 32        DURHAM       54.7            23           0.50 37063    602.340
## 33     EDGECOMBE       69.6             8           0.90 37065     47.680
## 34       FORSYTH       63.4            62           1.10 37067   1176.624
## 35      FRANKLIN       60.5             4           0.50 37069     28.750
## 36        GASTON       40.5            15           0.70 37071    435.010
## 37         GATES       52.6             1           1.00 37073         NA
## 38        GRAHAM       54.5             0           0.00 37075     37.470
## 39     GRANVILLE       58.4             1           0.10 37077     32.980
## 40        GREENE       74.9             3           1.00 37079         NA
## 41      GUILFORD       71.1            74           0.80 37081    647.893
## 42       HALIFAX       76.6            17           2.00 37083    357.970
## 43       HARNETT       49.1            26           1.40 37085     56.210
## 44       HAYWOOD       67.4             4           0.50 37087     40.430
## 45     HENDERSON       57.7            13           1.10 37089    293.983
## 46      HERTFORD       74.1             6           1.80 37091         NA
## 47          HOKE       48.4             8           1.00 37093         NA
## 48          HYDE       65.2             1           2.20 37095         NA
## 49       IREDELL       54.4            14           0.70 37097    128.300
## 50       JACKSON       66.7             3           0.60 37099         NA
## 51      JOHNSTON       53.5            11           0.40 37101     75.030
## 52         JONES       70.6             0           0.00 37103         NA
## 53           LEE       67.7            12           1.10 37105     60.830
## 54        LENOIR       80.0            17           1.70 37107     56.240
## 55       LINCOLN       38.7             6           0.90 37109     95.876
## 56         MACON       61.3             5           1.20 37111     15.290
## 57       MADISON       65.3             3           1.20 37113      2.050
## 58        MARTIN       80.0             5           1.30 37115     31.570
## 59      MCDOWELL       65.1             7           1.20 37117    147.500
## 60   MECKLENBURG       33.3            72           0.70 37119   9324.310
## 61      MITCHELL       30.3             0           0.00 37121         NA
## 62    MONTGOMERY       88.3            10           2.10 37123      3.550
## 63         MOORE       76.7            13           0.70 37125     59.430
## 64          NASH       76.6            25           1.50 37127    382.280
## 65   NEW HANOVER       68.6            34           1.10 37129   1594.160
## 66   NORTHAMPTON       69.3             3           1.20 37131      7.100
## 67        ONSLOW       60.3            42           0.90 37133         NA
## 68        ORANGE       50.5             6           0.50 37135    137.170
## 69       PAMLICO       99.4             1           0.60 37137         NA
## 70    PASQUOTANK       78.4            10           1.30 37139         NA
## 71        PENDER       68.5             4           0.50 37141    407.250
## 72    PERQUIMANS       72.2             3           1.70 37143         NA
## 73        PERSON       40.3             7           2.10 37145     25.690
## 74          PITT       62.5            12           0.50 37147     82.480
## 75          POLK       42.6             1           0.80 37149     50.980
## 76      RANDOLPH       71.3            24           1.10 37151    106.270
## 77      RICHMOND       79.1            18           2.00 37153     10.000
## 78       ROBESON       72.2            20           0.80 37155    605.140
## 79    ROCKINGHAM       59.7            17           1.60 37157         NA
## 80         ROWAN       64.0            24           1.20 37159    734.120
## 81    RUTHERFORD       32.2             2           0.50 37161    166.200
## 82       SAMPSON       81.2            14           1.00 37163     36.910
## 83      SCOTLAND       74.7            10           1.50 37165   1183.260
## 84        STANLY       78.0            16           1.50 37167     18.930
## 85        STOKES       59.8             7           1.50 37169      6.240
## 86         SURRY       53.6            20           2.50 37171    166.710
## 87         SWAIN       67.6             3           1.50 37173     20.500
## 88  TRANSYLVANIA       68.9             3           0.80 37175   1293.630
## 89       TYRRELL       52.8             2           5.30 37177         NA
## 90         UNION       34.1            10           0.60 37179    259.295
## 91         VANCE       52.9             4           0.70 37181     38.940
## 92          WAKE       50.7            98           0.80 37183   1346.050
## 93        WARREN       68.4             4           1.70 37185         NA
## 94    WASHINGTON       61.2             1           0.60 37187     24.000
## 95       WATAUGA       77.3             6           1.00 37189     38.880
## 96         WAYNE       64.1            12           0.60 37191     94.460
## 97        WILKES       70.0             7           0.70 37193     28.350
## 98        WILSON       77.7            21           1.40 37195     48.380
## 99        YADKIN       56.2             4           0.90 37197         NA
## 100       YANCEY       48.4             2           1.20 37199     79.670
##     objectid           id acstotpop acsipovbas acseducbas acstothh  acstothu
## 1   143210.0 370010210849 1421.0265  1381.9292   956.0265 566.8938  617.2478
## 2   143278.5 370030404211 1546.6250  1489.5000  1113.5833 571.7500  683.2917
## 3   143296.0 370059501911  997.5455   986.3636   749.3636 431.4545  741.8182
## 4   143311.0 370079203792 1331.8947  1235.2105   952.2105 500.8421  610.2105
## 5   143331.5 370099705093 1217.5455  1202.3182   919.6364 536.5909  802.2273
## 6   143350.5 370119302633 1093.8125   889.4375   820.2500 411.6875  885.3750
## 7   143376.0 370139305119 1349.8000  1334.8857   963.2000 552.1429  740.8571
## 8   143403.5 370159602653  982.2000   916.1000   726.7500 398.8000  492.0500
## 9   143429.0 370179503874 1089.6129  1073.8710   779.0000 450.5806  576.6774
## 10  143489.5 370190311557 1409.5556  1397.6333  1101.2000 602.5111  966.3111
## 11  143611.5 370210021244 1652.4286  1610.6039  1208.5195 695.4091  789.5519
## 12  143717.5 370230207959 1546.7586  1500.0000  1108.1724 597.7931  708.4828
## 13  143793.5 370250416577 2143.0638  2123.5319  1415.4787 769.1383  830.7766
## 14  143871.5 370270307780 1319.0161  1299.3710   947.6774 525.7097  612.0968
## 15  143905.5 370299501018 1741.1667  1741.1667  1209.8333 639.3333  704.6667
## 16  143944.5 370319712691  957.2222   938.3194   721.5972 412.3611  693.2083
## 17  143989.5 370339303502 1263.6667  1212.7778   926.2222 506.1111  598.7778
## 18  144046.0 370350109627 1649.7789  1620.6842  1138.6105 643.1474  723.0842
## 19  144111.0 370370204075 1994.0286  1970.6571  1458.8857 815.0571  901.5714
## 20  144139.0 370399303768 1317.5238  1299.6667  1011.0000 566.4286  862.0952
## 21  144156.5 370419301439 1014.6429   991.0714   750.3571 427.4286  521.5000
## 22  144167.0 370439501431 1544.7143  1540.7143  1185.4286 723.1429 1044.1429
## 23  144209.0 370459508295 1261.8052  1237.1688   863.0909 478.9870  565.9610
## 24  144271.0 370479307747 1197.7234  1131.8723   837.7872 474.5957  558.5106
## 25  144326.5 370499606981 1610.6562  1527.4375  1054.0000 638.6094  732.9844
## 26  144456.0 370510124581 1703.1077  1622.6923  1050.3641 638.0410  747.8923
## 27  144561.0 370531689347 1719.7333  1707.4667  1218.5333 676.5333 1037.1333
## 28  144584.5 370559716072 1116.9062  1110.5312   832.8125 482.5312 1078.5938
## 29  144654.5 370570611163 1524.6667  1501.8148  1066.8796 606.2130  688.0648
## 30  144721.0 370590803882 1679.6400  1666.8400  1196.3200 639.9600  743.2800
## 31  144750.5 370610904745 1737.1176  1717.1176  1174.5882 640.6176  761.0588
## 32  144844.0 370630079165 2002.9869  1914.5490  1369.0000 806.8235  872.0850
## 33  144944.0 370650208556 1134.7234  1117.7872   778.2979 454.7021  530.7447
## 34  145089.0 370670028099 1529.1070  1486.3169  1022.5185 603.6420  672.3539
## 35  145225.5 370690604511 2163.4000  2109.0667  1493.8000 824.9667  933.7333
## 36  145327.0 370710318228 1251.9364  1234.0000   862.4740 471.0636  530.5145
## 37  145418.5 370739701902 1156.3000  1149.0000   834.5000 447.7000  533.6000
## 38  145427.5 370759202252 1069.6250  1053.0000   755.2500 411.0000  752.1250
## 39  145447.5 370779704545 1839.8125  1752.8438  1293.0625 657.1875  752.1562
## 40  145470.0 370799501855 1616.0000  1433.4615  1149.3846 558.3846  639.6923
## 41  145622.5 370810172130 1793.0890  1734.3836  1194.0342 694.2842  776.5171
## 42  145794.0 370839306181 1014.4510   986.4902   713.5490 414.0392  508.2157
## 43  145850.0 370850708508 2137.0656  2078.4098  1372.9672 739.1148  839.8361
## 44  145904.5 370879219090 1259.0208  1242.8333   941.1458 548.6667  737.4583
## 45  145964.5 370899317175 1578.1250  1558.7500  1169.4306 670.5694  790.8194
## 46  146010.0 370919502535 1271.2105  1154.3158   880.5789 468.3684  559.5789
## 47  146032.0 370939706096 2129.5600  2062.1600  1364.0000 708.8800  828.3600
## 48  146047.5 370959434502  898.8333   793.5000   642.6667 294.8333  541.5000
## 49  146106.5 370970610202 1540.4018  1524.8839  1053.8482 582.5536  650.3036
## 50  146175.5 370999493464 1625.2308  1478.5385  1037.6538 640.0769 1041.2692
## 51  146230.5 371010408370 2275.8571  2252.4405  1505.4167 799.4524  877.2024
## 52  146276.0 371039202145 1385.0000  1379.2857  1038.7143 591.0000  708.2857
## 53  146298.0 371050304233 1625.0000  1598.8378  1087.7027 587.6757  661.1622
## 54  146340.0 371070108067 1217.5957  1190.5957   847.1277 491.9362  586.1702
## 55  146388.5 371090706750 1628.8200  1612.0200  1157.9400 640.4400  704.5400
## 56  146429.0 371119705425 1455.1290  1420.5484  1051.3226 579.3871  687.0000
## 57  146458.5 371139704221 1228.9286  1219.2857   924.0000 560.6786  912.7500
## 58  146480.5 371150104565 1337.8125  1271.0625   953.5000 528.2500  680.7500
## 59  146499.0 371179703478 1097.8095  1088.7619   788.9524 451.0000  552.7619
## 60  146787.0 371190095454 1899.6649  1872.1045  1269.1874 727.1099  785.2162
## 61  147071.5 371219502502 1074.2857  1043.8571   795.4286 454.3571  629.4286
## 62  147089.5 371239602824 1242.6364  1193.0909   863.3182 473.2273  737.9545
## 63  147129.0 371259506046 1677.7018  1657.1228  1212.9123 683.5965  818.2105
## 64  147190.0 371270107872 1446.2000  1415.4923   994.6615 564.9231  659.6308
## 65  147282.5 371290277119 1868.5917  1811.1083  1272.2250 780.3000  910.3667
## 66  147353.5 371319202461  917.5455   876.8182   683.1364 392.1818  530.4545
## 67  147412.5 371330115437 2019.9167  1806.2708  1074.7917 667.3438  817.7188
## 68  147498.0 371350112661 1905.8400  1757.1867  1185.9067 700.3867  766.6933
## 69  147542.0 371379532247  980.1538   923.6154   764.9231 411.6923  593.9231
## 70  147561.5 371399604432 1518.4231  1424.8077  1031.3077 568.4615  658.0000
## 71  147590.5 371419224926 1844.3750  1804.7500  1299.9375 680.1875  893.7812
## 72  147612.5 371439201510 1121.5833  1107.8333   842.8333 493.2500  594.6667
## 73  147631.5 371459203659 1511.7308  1489.3077  1074.0000 605.5385  708.7692
## 74  147692.5 371470010013 1847.6250  1776.1458  1113.4271 720.5104  818.3646
## 75  147746.5 371499201939 1704.8333  1679.0833  1316.9167 753.9167  972.8333
## 76  147795.5 371510309193 1662.3023  1641.6395  1146.8605 651.6395  722.6395
## 77  147859.0 371539706076 1102.1707  1064.3415   745.6098 452.3415  521.4634
## 78  147923.5 371559610364 1516.3864  1475.2386   973.3864 522.3750  603.0114
## 79  148002.0 371570408473 1322.7536  1301.7246   948.7536 539.1449  637.3478
## 80  148083.5 371590511557 1485.1596  1440.2979  1019.7447 556.3936  652.4362
## 81  148156.5 371619606697 1279.4615  1255.8846   912.0000 506.6346  659.1346
## 82  148205.0 371639705205 1412.4667  1392.7556   944.8222 523.0444  613.5556
## 83  148241.0 371650103414 1306.0000  1208.3333   876.8148 485.6667  566.4815
## 84  148277.5 371679307617 1328.5652  1286.3261   927.2826 515.5870  600.8261
## 85  148316.0 371690704139 1480.8065  1462.8710  1083.9355 622.6452  715.6774
## 86  148361.0 371719306591 1222.0169  1204.6780   858.9322 491.2712  576.7797
## 87  148396.5 371739568841 1187.8333  1171.7500   821.4167 453.5833  745.9167
## 88  148415.0 371759603526 1340.5200  1298.7600  1014.6000 564.9200  782.4000
## 89  148430.0 371779601002  823.8000   685.0000   660.8000 326.2000  445.8000
## 90  148484.0 371790205833 2200.9126  2173.0485  1398.4078 729.7573  773.2427
## 91  148552.0 371819605639 1347.9394  1324.2424   907.1212 510.7273  609.6061
## 92  148796.0 371830572273 2300.1275  2251.0352  1527.2132 858.2374  926.2110
## 93  149031.0 371859502142 1335.5333  1271.8667   961.1333 518.6667  796.5333
## 94  149046.0 371879501670  810.4000   797.0000   559.0667 338.2000  430.5333
## 95  149069.0 371899205460 1745.7097  1560.2903   999.4839 656.6129 1081.2903
## 96  149122.0 371910008519 1653.3600  1608.5867  1094.7333 642.0400  720.9867
## 97  149186.0 371939606553 1291.6981  1271.4906   925.7925 535.0000  631.6981
## 98  149240.0 371950008696 1478.8364  1450.4364  1004.5818 584.1455  654.6364
## 99  149281.5 371970503224 1345.1786  1332.5000   951.1786 551.7143  621.4643
## 100 149302.0 371999602314 1359.0000  1346.8462  1009.1538 569.3846  862.3846
##       minorpop   minorpct lowincome lowincpct    lesshs  lesshspct    under5
## 1    503.21239 0.36638784  549.8673 0.4174402 138.30973 0.16106337  82.71681
## 2    203.08333 0.13480558  582.7917 0.3879962 205.16667 0.19521105  75.91667
## 3    129.54545 0.12637604  481.3636 0.4884076 175.09091 0.23365562  40.09091
## 4    737.78947 0.55959010  581.5263 0.4721476 185.36842 0.19164984  62.94737
## 5     90.27273 0.07734615  455.0455 0.3879327 144.86364 0.16137970  53.36364
## 6    137.68750 0.09512622  402.4375 0.4580288 145.31250 0.15824990  40.18750
## 7    461.40000 0.38511595  572.0000 0.4676535 119.65714 0.13187570  65.48571
## 8    645.45000 0.59923326  458.7500 0.4699756 154.75000 0.18105236  42.20000
## 9    493.93548 0.45789805  556.0645 0.5282522 154.77419 0.19129775  57.90323
## 10   257.18889 0.14800353  435.1333 0.2979744 105.81111 0.09390192  58.94444
## 11   270.78571 0.16561525  542.2013 0.3552642 109.04545 0.09264570  83.55844
## 12   283.50000 0.16181111  630.1552 0.4088125 211.34483 0.19905904  73.68966
## 13   710.84043 0.33755975  597.0532 0.3273445 141.51064 0.12475242 137.61702
## 14   163.98387 0.13623437  536.4839 0.4369692 192.14516 0.20592006  66.72581
## 15   341.16667 0.16031274  497.8333 0.2440306 173.66667 0.12930086  82.00000
## 16   130.50000 0.12501450  283.9583 0.2754435  63.93056 0.08136868  41.16667
## 17   490.72222 0.38997361  467.7222 0.3974021 190.22222 0.20542034  58.77778
## 18   398.57895 0.23764023  584.0211 0.3637524 168.67368 0.15466219  93.47368
## 19   567.68571 0.26847936  578.9429 0.3080175 172.17143 0.13077810  98.65714
## 20   115.09524 0.07971821  534.5714 0.4130994 138.66667 0.14873041  53.76190
## 21   407.85714 0.32891504  431.2143 0.3595807 120.14286 0.13844495  47.42857
## 22    97.14286 0.05476915  673.8571 0.4301222 136.85714 0.12365401  57.28571
## 23   340.15584 0.28879995  562.4156 0.4598837 138.31169 0.16966641  69.98701
## 24   487.14894 0.39639378  544.1489 0.4751125 154.51064 0.17251402  59.97872
## 25   548.75000 0.37025334  535.5312 0.3790846 124.32812 0.13466670 104.43750
## 26   953.65128 0.56149506  676.5846 0.4321061  97.44103 0.10091263 130.36923
## 27   220.26667 0.10272042  473.8667 0.2669347 132.00000 0.09136921  93.33333
## 28   138.96875 0.08847438  323.4688 0.2152911  56.03125 0.05064283  52.40625
## 29   297.37037 0.21677356  574.2407 0.4134189 176.68519 0.18121879  83.22222
## 30   257.16000 0.15259076  505.0400 0.2957047 159.16000 0.13818610  79.24000
## 31   838.00000 0.47423996  911.8824 0.5152684 303.44118 0.25129382 109.44118
## 32  1157.01307 0.55135742  634.9935 0.3464626 158.88889 0.13382685 134.18954
## 33   722.08511 0.65018190  569.2553 0.5205601 158.25532 0.20412254  66.85106
## 34   657.32099 0.43480323  554.8148 0.3857062 114.95885 0.12358054  93.57613
## 35   788.60000 0.41599298  757.2000 0.3926509 237.13333 0.17316196 121.16667
## 36   337.69364 0.29255741  468.1503 0.4083612 131.69364 0.16806135  74.67052
## 37   427.50000 0.37502417  345.2000 0.3064562 114.50000 0.13856905  47.60000
## 38   141.12500 0.13159889  507.2500 0.5102192 143.87500 0.20654299  44.62500
## 39   769.37500 0.44902076  585.7812 0.3574983 203.81250 0.17857174  90.59375
## 40   857.30769 0.50874970  696.4615 0.4430114 297.69231 0.25728639  82.15385
## 41   880.81849 0.50324802  636.1678 0.4118908 129.90411 0.12543561 106.83562
## 42   623.52941 0.61896109  514.8431 0.5291127 160.84314 0.23226848  53.37255
## 43   816.90164 0.38726791  826.8197 0.4079665 187.45902 0.14666013 160.75410
## 44    89.58333 0.06974944  417.1250 0.3501710 112.14583 0.12502418  59.64583
## 45   264.83333 0.17175784  485.0972 0.3301508 118.69444 0.10951766  76.79167
## 46   846.05263 0.67658559  552.7368 0.4943198 183.00000 0.21197049  58.42105
## 47  1270.96000 0.59910684  894.6000 0.4519992 190.76000 0.15621910 186.16000
## 48   369.16667 0.26815016  344.1667 0.3094445 118.16667 0.12494005  46.66667
## 49   365.90179 0.24765476  452.4196 0.3213845 116.20536 0.12328063  85.83036
## 50   309.76923 0.17013023  603.6923 0.4158219 120.80769 0.11329549  75.00000
## 51   722.50000 0.33985099  790.8690 0.4130195 206.82143 0.16867690 146.63095
## 52   522.00000 0.35035799  711.2857 0.5212350 191.00000 0.18566867  61.85714
## 53   681.72973 0.43721250  654.8378 0.4262892 180.08108 0.18384519 104.89189
## 54   615.59574 0.55905630  572.2128 0.5143607 165.95745 0.21593098  69.74468
## 55   243.36000 0.15357922  564.7800 0.3792087 167.14000 0.15292776  82.28000
## 56   182.16129 0.13220938  604.5806 0.4300900 170.41935 0.16820049  63.61290
## 57   131.57143 0.10542701  453.8929 0.3840277 104.92857 0.11932434  60.10714
## 58    79.06250 0.05580211  489.9375 0.3966755 139.31250 0.15180438  59.75000
## 59   526.23810 0.52007524  463.4286 0.4439387 131.76190 0.16717262  58.71429
## 60  1001.04685 0.50884357  553.1171 0.3028222 125.91171 0.10285855 128.72072
## 61    81.64286 0.07417470  367.3571 0.3517350 122.92857 0.17358753  47.78571
## 62   456.45455 0.35259915  526.7727 0.4545660 178.77273 0.20578410  68.77273
## 63   382.59649 0.24504187  482.3333 0.3225237 116.36842 0.11253872  94.08772
## 64   717.64615 0.51998861  506.5538 0.3901742 145.21538 0.16136440  81.32308
## 65   428.13333 0.23430134  627.8333 0.3617816  89.73333 0.07403077  94.28333
## 66   562.77273 0.58645946  420.3182 0.4662727 140.36364 0.19343314  42.09091
## 67   678.06250 0.33634818  716.0208 0.3990539  94.21875 0.09443355 182.72917
## 68   584.18667 0.30402591  507.9200 0.3056277  86.37333 0.07371168  87.90667
## 69   252.61538 0.25052233  365.2308 0.3808610  91.69231 0.11334706  35.61538
## 70   685.80769 0.46773913  537.5769 0.4061748 139.42308 0.14148143  95.61538
## 71   465.06250 0.24093321  569.4688 0.3090140 162.15625 0.12100185 104.65625
## 72   312.91667 0.24381010  423.6667 0.3265051 113.41667 0.11926838  51.00000
## 73   508.34615 0.35292864  557.1154 0.3897150 146.65385 0.15027934  79.19231
## 74   837.21875 0.45184130  775.5521 0.4590553 117.94792 0.11242899 108.76042
## 75   242.91667 0.13838409  547.0000 0.3180246 119.41667 0.08926729  56.50000
## 76   343.16279 0.20997913  655.4651 0.4104823 213.19767 0.19328012  94.16279
## 77   470.43902 0.41900496  522.1220 0.5046213 147.19512 0.19642232  67.78049
## 78  1129.88636 0.73012599  808.3068 0.5562222 223.26136 0.23339339 102.69318
## 79   363.60870 0.26714038  528.5652 0.4101226 165.13043 0.17479987  68.18841
## 80   410.07447 0.28923702  552.0213 0.3882254 150.19149 0.15112388  83.77660
## 81   211.90385 0.17218671  530.8269 0.4278625 158.55769 0.17539240  65.25000
## 82   688.71111 0.50048924  668.5778 0.4881783 210.93333 0.21708758  90.91111
## 83   736.51852 0.57434103  626.5185 0.5494986 176.70370 0.19973572  81.55556
## 84   254.45652 0.20703864  472.6522 0.3902536 138.23913 0.15191692  74.76087
## 85   129.74194 0.09390145  493.3226 0.3482443 178.35484 0.17394059  66.16129
## 86   192.89831 0.15398007  512.8475 0.4217325 186.35593 0.21400064  62.88136
## 87   448.83333 0.29115646  559.7500 0.4205642 178.41667 0.20406917  74.83333
## 88   129.96000 0.08474291  501.1600 0.3971499 116.00000 0.11777856  56.40000
## 89   384.40000 0.38438057  352.2000 0.4084500 161.80000 0.20181076  23.40000
## 90   603.22330 0.27861942  518.3592 0.2668766 142.47573 0.11648696 129.07767
## 91   808.51515 0.66034214  661.1212 0.5370607 181.75758 0.21836497  83.75758
## 92   912.88132 0.37327769  527.2527 0.2515221 110.94725 0.07780403 145.90989
## 93   823.80000 0.57548578  581.4667 0.4378546 187.53333 0.18868625  57.13333
## 94   450.13333 0.49759896  385.0000 0.4404899 112.20000 0.18006760  42.40000
## 95   141.67742 0.08092238  685.9032 0.4140439 104.61290 0.09945259  57.67742
## 96   764.82667 0.48479155  722.3067 0.4656346 174.01333 0.17173443 111.17333
## 97   160.75472 0.12670923  549.6226 0.4335968 198.52830 0.21727845  64.24528
## 98   780.90909 0.57064458  632.2545 0.4934099 197.81818 0.22799302  87.72727
## 99   209.21429 0.15066664  556.3214 0.4282694 180.42857 0.18439632  70.71429
## 100  100.53846 0.07497696  610.1538 0.4525804 159.69231 0.15618317  63.53846
##      under5pct   over64 over64pct   pre1960 pre1960pct  vuleopct     vuleo
## 1   0.05534797 232.8053 0.1771052 149.39823 0.26917124 0.3919140  535.9212
## 2   0.05013226 295.3750 0.1978350  98.83333 0.15204557 0.2614009  405.8671
## 3   0.04003484 254.7273 0.2567598 111.36364 0.14555685 0.3073918  308.8310
## 4   0.04794065 228.5789 0.1856193 162.52632 0.27776011 0.5158688  670.7667
## 5   0.04277098 292.1364 0.2449194 138.45455 0.18089747 0.2326394  276.5605
## 6   0.03719168 231.2500 0.2414349 132.43750 0.20044189 0.2765775  300.3192
## 7   0.04784239 308.8000 0.2338142 140.51429 0.21691664 0.4263847  519.7859
## 8   0.04088192 206.2500 0.2105177 114.80000 0.23759821 0.5346044  572.3331
## 9   0.05804781 217.8065 0.2077864  86.12903 0.16127426 0.4930751  530.2882
## 10  0.03692417 413.1333 0.3172753  32.61111 0.04079631 0.2229890  348.2231
## 11  0.05113294 313.5844 0.1882356 182.86364 0.25920849 0.2604397  414.2111
## 12  0.04662198 296.4828 0.2045420 157.81034 0.22869348 0.2853118  468.8633
## 13  0.06447769 273.9255 0.1423851 148.53191 0.24402483 0.3324521  657.2000
## 14  0.05082282 249.4516 0.1942544 141.27419 0.25445192 0.2866018  354.1364
## 15  0.03515260 297.0000 0.1499563 118.00000 0.15064087 0.2021717  419.5000
## 16  0.03641695 225.5139 0.2491433  88.25000 0.14579878 0.2002290  209.5189
## 17  0.04116708 255.0000 0.2043939 143.33333 0.22032932 0.3936879  495.2352
## 18  0.05579495 281.4632 0.1737724 132.84211 0.20538870 0.3006963  497.5845
## 19  0.04966536 465.8857 0.2216028 110.14286 0.14734296 0.2882484  576.4735
## 20  0.03644420 372.2381 0.2927199  98.76190 0.12519774 0.2464088  329.2558
## 21  0.03680705 237.2857 0.2037117 135.00000 0.20327347 0.3442479  424.2037
## 22  0.04092866 453.1429 0.2840903 128.42857 0.12577411 0.2424457  386.4494
## 23  0.05510341 226.2078 0.1892872 116.22078 0.21392041 0.3743418  454.6878
## 24  0.04705761 229.6170 0.2052754 116.02128 0.21920903 0.4357531  530.8153
## 25  0.06345879 289.7344 0.1856566 107.82812 0.19839682 0.3746689  547.6264
## 26  0.07146213 191.2821 0.1234708  75.18462 0.12772951 0.4968006  828.0457
## 27  0.04177162 266.4000 0.1572178  72.06667 0.07546156 0.1848275  349.8125
## 28  0.03357815 224.4062 0.1591291  87.46875 0.06585532 0.1518827  232.1986
## 29  0.05200953 267.2130 0.1801980 125.62963 0.20380424 0.3150962  442.1939
## 30  0.04207496 332.5200 0.2021550 133.28000 0.19491758 0.2241477  382.7131
## 31  0.06085651 300.8529 0.1803315 148.17647 0.19559573 0.4947542  880.0032
## 32  0.06250197 242.1961 0.1355834 142.73203 0.21464011 0.4489100  915.7598
## 33  0.05850100 208.2766 0.1971776 141.44681 0.28564615 0.5853710  649.2844
## 34  0.05999410 232.6420 0.1587560 138.97119 0.23743353 0.4102547  611.1772
## 35  0.05503708 347.2333 0.1769237 122.73333 0.14287362 0.4043219  783.4805
## 36  0.05784186 195.1272 0.1653679 118.75723 0.25656432 0.3504593  407.1872
## 37  0.03636652 221.3000 0.2040917 121.70000 0.24954233 0.3407402  387.6701
## 38  0.04369245 248.7500 0.2319127  98.62500 0.15145431 0.3209090  328.2875
## 39  0.04478424 297.4688 0.1792519 123.90625 0.22249930 0.4032595  696.1428
## 40  0.04960535 245.7692 0.1483293 117.38462 0.17642192 0.4758806  804.7418
## 41  0.06099475 259.3836 0.1476139 144.51712 0.25187886 0.4575694  772.4190
## 42  0.04872362 198.0980 0.2124153 141.98039 0.32554635 0.5740369  577.5869
## 43  0.06782200 252.6885 0.1390586 119.26230 0.16789414 0.3976172  834.1685
## 44  0.04432084 303.0833 0.2356631 170.29167 0.27994441 0.2099602  256.1733
## 45  0.04756194 395.8889 0.2535953 111.01389 0.14655408 0.2509543  379.2198
## 46  0.04714758 238.5263 0.1945493 124.47368 0.24906385 0.5854527  730.2465
## 47  0.07442228 192.7600 0.1116875  64.80000 0.10680578 0.5255530 1096.9498
## 48  0.03172541 147.8333 0.1205571  72.33333 0.08205631 0.2887973  385.0393
## 49  0.05558499 234.3661 0.1568829  96.66964 0.17699338 0.2845196  412.0953
## 50  0.04741464 306.7692 0.2006694 121.57692 0.12965477 0.2929761  494.0606
## 51  0.06400544 289.3571 0.1462530 115.14286 0.17331659 0.3764352  761.6580
## 52  0.04480687 293.2857 0.2049262 154.00000 0.22027435 0.4357965  618.1292
## 53  0.06509165 256.7027 0.1586252 113.48649 0.19075968 0.4317508  675.1211
## 54  0.05918334 233.1064 0.1924665 163.97872 0.31277669 0.5367085  600.3022
## 55  0.05396395 275.2200 0.1702729 100.84000 0.17838677 0.2663940  407.8475
## 56  0.03928795 283.7097 0.2056833 145.67742 0.21931611 0.2811497  401.6876
## 57  0.04991263 344.7500 0.2819852 146.17857 0.17015179 0.2447273  294.2633
## 58  0.04371874 280.3750 0.2184594 153.93750 0.23739674 0.2262388  294.0973
## 59  0.05121487 239.5238 0.2352747 161.95238 0.29790155 0.4820070  496.8406
## 60  0.06522193 202.1928 0.1133439  85.37117 0.13903627 0.4058329  780.2090
## 61  0.03800812 257.7857 0.2524531 167.78571 0.28102585 0.2129549  229.5586
## 62  0.04861627 238.9545 0.2055715 155.72727 0.24909687 0.4035826  513.8405
## 63  0.05588676 398.2105 0.2316239 110.12281 0.16990685 0.2837828  435.6780
## 64  0.05293687 250.6769 0.1859334 125.01538 0.21611892 0.4550814  617.7099
## 65  0.04764066 311.8917 0.1643263 132.41667 0.19807151 0.2980415  543.1824
## 66  0.04624607 222.7727 0.2596166 140.77273 0.29890600 0.5263661  504.4648
## 67  0.08478579 174.9688 0.1040546  67.39583 0.11383226 0.3677010  726.9245
## 68  0.04260098 244.8533 0.1307914  98.25333 0.14245257 0.3048268  576.5700
## 69  0.03404130 275.6154 0.2586799  96.30769 0.16168913 0.3156917  322.7673
## 70  0.07014012 244.8846 0.1725477 160.92308 0.31534397 0.4369570  624.2673
## 71  0.04728447 323.0938 0.1809942  87.90625 0.11462612 0.2749736  523.4460
## 72  0.04028613 298.5833 0.1937675  96.50000 0.14325266 0.2851576  371.1532
## 73  0.05030882 277.9615 0.2040040 150.92308 0.23806169 0.3713218  537.5622
## 74  0.05492115 228.5312 0.1349315  89.69792 0.16668811 0.4554483  821.9861
## 75  0.03136032 501.3333 0.3053656 223.66667 0.22659512 0.2282044  398.8702
## 76  0.05679491 281.5465 0.1738452 126.93023 0.18688962 0.3102307  504.3061
## 77  0.06309203 187.6098 0.1703379 122.90244 0.26032744 0.4618131  504.4140
## 78  0.06975701 215.3977 0.1465583 109.00000 0.20357671 0.6431741  980.2410
## 79  0.04927362 256.6377 0.2021050 196.75362 0.31364523 0.3386315  450.2984
## 80  0.05400757 249.5319 0.1753235 175.23404 0.29282884 0.3387312  490.9233
## 81  0.04654670 264.5192 0.2189072 163.69231 0.26517778 0.3000246  377.0244
## 82  0.06240875 241.4667 0.1768444 120.44444 0.20907603 0.4943338  683.7422
## 83  0.06262461 220.7407 0.1778456 121.22222 0.24794633 0.5619198  702.2288
## 84  0.05447396 244.3913 0.1884201 185.00000 0.34485209 0.2986461  371.7971
## 85  0.04351066 293.4839 0.2079573 115.22581 0.16485219 0.2210729  314.8444
## 86  0.05045109 240.4915 0.2018956 137.57627 0.23097666 0.2878563  357.2810
## 87  0.04973617 227.5833 0.1929271 107.25000 0.14826737 0.3558603  508.1537
## 88  0.04337018 389.0000 0.2880976 145.44000 0.22364280 0.2409464  323.8429
## 89  0.02435449 175.2000 0.1794784 127.80000 0.23118452 0.3964153  384.6713
## 90  0.05687711 264.7476 0.1287587  67.33981 0.10678785 0.2727480  566.8866
## 91  0.07088052 234.7273 0.1739225 133.51515 0.26420751 0.5987014  740.7816
## 92  0.05845153 250.2242 0.1242591  65.79341 0.10077470 0.3123999  727.1955
## 93  0.04445049 315.7333 0.2488037 144.33333 0.20662887 0.5066702  716.6377
## 94  0.04705728 184.9333 0.2228574  97.13333 0.20507851 0.4690444  418.3383
## 95  0.03805517 264.5161 0.1773820 135.35484 0.14139952 0.2474831  482.2409
## 96  0.06342114 257.6267 0.1637939 123.17333 0.20809333 0.4752131  752.3040
## 97  0.04622024 264.2830 0.2089182 122.67925 0.21392598 0.2801530  359.9629
## 98  0.05433693 251.0727 0.1758329 146.32727 0.27139031 0.5320272  715.1185
## 99  0.05350090 257.4286 0.1938092 145.67857 0.24983535 0.2894680  385.4222
## 100 0.04504534 336.8462 0.2496380 170.30769 0.21326206 0.2637787  358.0441
##          dispeo      dslpm   cancer      resp        pnpl       prmp      ptsdf
## 1     32.591983 0.31652977 34.59308 0.4576592 0.018487268 0.46651075 1.08713271
## 2   -141.949213 0.17280304 30.84475 0.3938572 0.037912568 0.09692420 0.12815287
## 3    -44.500683 0.09937925 21.84325 0.2680125 0.049249745 0.04654865 0.04657801
## 4    199.008126 0.17955891 35.18457 0.4911926 0.045261657 0.05523394 0.23587285
## 5   -154.695441 0.09294807 20.98061 0.2573567 0.070518297 0.02690828 0.22496000
## 6    -87.110398 0.09034049 20.49582 0.2441193 0.016394080 0.02883423 0.05077100
## 7     41.685262 0.15565777 26.63451 0.3599771 0.156930039 0.21707499 0.27701601
## 8    224.436740 0.13397961 26.28007 0.3434102 0.016108952 0.17717621 0.05320158
## 9    144.346120 0.14271858 29.93067 0.4174150 0.025594423 0.18182049 0.16304169
## 10  -151.043062         NA       NA        NA 0.069348304 0.14680634 0.36927853
## 11  -171.080960 0.25221749 27.28900 0.3505627 0.170159994 0.23896088 1.47101235
## 12   -79.000322 0.22037398 32.32983 0.4271602 0.018509797 0.60736785 0.60848659
## 13  -101.875670 0.43115183 38.02914 0.5219152 0.215837087 0.40999325 0.67363869
## 14  -113.060554 0.20561481 31.33500 0.4103644 0.020028869 0.79875696 1.46360828
## 15  -197.223193 0.15473071 23.80679 0.3058080 0.016490846 0.14004003 0.09201705
## 16  -129.530331         NA       NA        NA 0.042450175 0.04642283 0.29240034
## 17    47.643057 0.17573368 30.89038 0.4054905 0.038654448 0.09087409 0.11376247
## 18   -86.769046 0.27514719 35.77856 0.4574717 0.043979867 0.71651389 1.54476147
## 19  -129.813681 0.21132811 33.67628 0.4570581 0.030940689 0.39990107 0.14415137
## 20  -137.412566 0.11272115 25.91320 0.3310356 0.011506724 0.11398211 0.15278969
## 21    64.816078 0.14649305 24.60909 0.3230565 0.012155968 0.04779760 0.06446356
## 22  -160.690102 0.09703504 24.81827 0.3090753 0.012503830 0.05276495 0.07688091
## 23     7.754956 0.27300703 36.16066 0.4749268 0.106017820 0.39733422 0.61789945
## 24   106.580370 0.14971195 30.14047 0.4188799 0.038614054 0.06998162 0.31620173
## 25   -22.869893 0.15709208 28.68126 0.4230975 0.106926145 0.42529881 0.37592439
## 26   224.803074         NA       NA        NA 0.172371297 0.38488849 0.95848908
## 27  -259.318962         NA       NA        NA 0.016751439 0.09288359 0.04610997
## 28  -163.410813         NA       NA        NA 0.007005027 0.16419952 0.21525972
## 29   -97.844722 0.30975191 35.46591 0.4711024 0.027097171 0.47450556 0.85883220
## 30  -212.217265 0.26214080 33.62059 0.4463013 0.039966488 0.19717246 0.32604591
## 31   264.714198 0.15359399 29.10694 0.3960308 0.018890780 0.19092452 0.11223393
## 32   206.299586 0.42433954 39.47396 0.4954464 0.072952634 0.48767075 2.53619109
## 33   247.364121 0.21027140 29.79396 0.3903928 0.015702364 0.60229497 0.44352947
## 34    69.565758 0.32319878 35.65933 0.4513286 0.027115581 0.45475852 2.80220190
## 35    17.201756 0.19755063 32.25461 0.4315558 0.029152717 0.14192604 0.26961895
## 36   -36.250065 0.37583540 39.66390 0.5181158 0.333406657 1.08978188 1.69676397
## 37   -21.892642 0.15082953 26.09084 0.3409217 0.022082794 0.05798133 0.07133688
## 38   -50.574856 0.08549048 22.75260 0.2944589 0.015646146 0.05651647 0.07363816
## 39    44.479119 0.22703138 34.50889 0.4544088 0.309771440 0.23518987 0.82028443
## 40   232.352740 0.15781048 28.32582 0.3730194 0.018346811 0.06687062 0.09456515
## 41   137.304832         NA       NA        NA 0.014239096 0.68341145 3.47950235
## 42   218.267264 0.22280477 31.13998 0.4217635 0.012602661 0.48075172 0.39617224
## 43    77.217501 0.21282488 34.21505 0.4802159 0.031884113 0.26290582 0.17011664
## 44  -189.773316 0.13080635 22.33353 0.2847963 0.263121311 0.56991820 0.23949379
## 45  -179.753889         NA       NA        NA 0.159313674 0.19636730 0.85179504
## 46   279.982308 0.15574047 27.98550 0.3665439 0.014607220 0.08537003 0.24381093
## 47   342.657287         NA       NA        NA 0.075163949 0.69033708 0.12642215
## 48    66.671538         NA       NA        NA 0.008852141 0.01458916 0.01079700
## 49  -133.516704 0.33445751 35.22766 0.4816882 0.167157907 0.65273912 0.78886206
## 50   -81.597925 0.10358560 22.44427 0.2850856 0.061130664 0.13627221 0.16023591
## 51   -44.453147 0.26336824 32.23070 0.4457265 0.025035707 0.41393380 0.23723157
## 52   127.560687 0.12913767 28.38102 0.4164428 0.030255525 0.07672506 0.06736424
## 53    99.544223 0.23751193 34.57777 0.5685818 0.024198807 0.32997824 0.98595583
## 54   169.028421 0.19174867 28.79850 0.3973143 0.018016999 0.40917782 0.24472760
## 55  -169.082360 0.27066314 35.37423 0.4688820 0.040408049 0.53119444 0.71207911
## 56  -113.720770 0.18049430 27.73757 0.3567475 0.027711393 0.22703076 0.40135613
## 57  -141.024552 0.10728014 24.04552 0.3083235 0.023084511 0.26052792 0.04351834
## 58  -179.757404 0.12293083 23.88297 0.3029172 0.033400503 0.11140618 0.27539939
## 59   107.995216 0.15708419 26.69859 0.3526753 0.031709454 0.17037817 0.03827832
## 60   107.345544         NA       NA        NA 0.067862546 0.66508485 2.90562508
## 61  -150.954604 0.11498830 22.19441 0.2720081 0.020664862 0.04479133 0.20259426
## 62    73.697335 0.16986314 34.81807 0.4974464 0.024453482 0.29464461 0.13744873
## 63  -158.565803 0.18304542 35.46156 0.4806656 0.227353908 0.17509230 0.20682394
## 64   105.464282 0.25970971 31.13754 0.4141487 0.014516391 0.47430853 0.76606257
## 65  -118.674851         NA       NA        NA 0.128909967 0.46380382 2.50534509
## 66   179.469161 0.16710775 29.46246 0.3895834 0.012196882 0.22838202 0.14664309
## 67    11.467733         NA       NA        NA 0.286745662 0.19709319 0.63343122
## 68   -98.480650 0.34352809 36.04644 0.4767221 0.040670809 0.14261019 1.70097135
## 69   -24.404257         NA       NA        NA 0.039207659 0.15626147 0.12481899
## 70    86.440134 0.20981541 24.66018 0.3213893 0.017189212 0.65990225 0.72070612
## 71  -129.833675         NA       NA        NA 0.036057435 0.09209085 0.12745439
## 72   -26.112882 0.14477123 23.80005 0.3060401 0.012246907 0.22487321 0.07536073
## 73     2.105488 0.19609886 31.66348 0.4144187 0.185567328 0.29293685 0.28197182
## 74   167.555219 0.24078693 29.04834 0.3926509 0.036455741 0.27846276 1.40174886
## 75  -204.983705 0.19421313 30.18075 0.3892443 0.054191449 0.06769332 0.06543010
## 76   -84.483258 0.26155204 34.46271 0.4531987 0.015957430 0.33723267 0.95011376
## 77   114.023843 0.20145933 35.34499 0.4992846 0.109754706 0.41265198 0.31866491
## 78   443.135290 0.22040500 32.47018 0.4575729 0.024348766 0.54838042 0.31598072
## 79   -18.222421 0.21340966 31.89096 0.4139661 0.021662653 0.54577698 0.72282342
## 80   -35.121845 0.35304974 36.59263 0.4923564 0.121167003 0.52435863 0.84194379
## 81   -76.162290 0.21621754 34.06881 0.4507877 0.030520071 0.44827288 0.52553177
## 82   183.444967 0.16318634 30.51232 0.4137775 0.024504754 0.34267322 0.24234168
## 83   239.642104 0.19567271 35.15641 0.4991327 0.030816195 0.30240859 0.28337228
## 84   -98.782171 0.25156630 38.86160 0.4982897 0.031207508 0.30997159 0.19452894
## 85  -209.658893 0.17646868 29.92433 0.3784246 0.024554835 0.09221757 0.32579919
## 86   -75.558754 0.18749997 28.03075 0.3634573 0.032553165 0.42729318 0.17932866
## 87    87.421784         NA       NA        NA 0.028924486 0.04305214 0.20126995
## 88  -150.970825 0.10196269 24.20718 0.2988564 0.036143224 0.20702273 0.76833204
## 89    92.880395 0.12935258 23.23082 0.2950123 0.009602298 0.13897133 0.03473965
## 90  -212.679081 0.33612482 36.75110 0.5062466 0.050049336 0.34594334 1.01051814
## 91   263.339938 0.23126831 33.08215 0.4339669 0.053054379 0.35135000 0.60129843
## 92   -87.512275 0.42932467 36.51520 0.4943147 0.127167325 0.22285693 2.04847960
## 93   243.590316 0.16923835 30.93600 0.4110591 0.023064707 0.04557286 0.04271949
## 94   131.293687 0.13331156 24.87767 0.3325719 0.018353096 0.30255465 0.05122357
## 95  -136.091413 0.12426784 21.94132 0.2672414 0.025480489 0.02745375 0.43563828
## 96   166.682069 0.20878279 31.65313 0.4197343 0.013158771 0.18919366 0.54042891
## 97   -97.558045 0.15159615 27.88877 0.3647305 0.036488529 0.68584650 0.32942549
## 98   191.312987 0.25919652 31.51647 0.4133079 0.014350935 0.95566333 0.60423848
## 99   -91.041604 0.20863734 30.39726 0.4044873 0.127921350 0.17458549 0.19750888
## 100 -123.315183 0.09633023 21.61371 0.2668410 0.028564969 0.04211164 0.35770114
##        ozone     pm25  d_dslpm_2  d_cancr_2    d_pnpl_2   d_ptsdf_2  d_ozone_2
## 1   43.45316 8.297337  20.551376  1203.8700   0.5917337   26.870053  1412.7912
## 2   43.16748 8.401689 -24.041662 -4428.8246  -4.8455965  -20.473410 -6126.9818
## 3   42.31874 7.133256  -4.067480  -987.8557  -2.1888089   -2.472353 -1882.2382
## 4   42.09358 7.856333  36.596005  7057.9545   8.6984956   62.906865  8363.9082
## 5   42.85610 6.934824 -13.882709 -3251.3249 -12.4242546  -33.067156 -6622.9999
## 6   42.75757 6.909698  -7.962184 -1806.5473  -1.4888087   -5.161336 -3720.8510
## 7   39.17018 7.163471  11.160443  1190.8372  32.3761427   60.770019  1664.1217
## 8   39.68727 7.278513  30.140105  5922.3808   3.9088078   10.760871  8919.1509
## 9   39.02552 7.724246  20.639936  4327.5557   4.1458859   20.649824  5627.3801
## 10  37.20899 7.038491         NA         NA -10.6908290  -71.182700 -5627.6207
## 11  43.01987 7.345986 -34.807720 -4595.5819 -31.6276999 -155.673361 -7355.8743
## 12  42.68886 8.180606 -14.220791 -2495.3479  -1.5658187  -26.736616 -3384.0428
## 13  46.20573 8.761144 -33.020743 -3669.8362   6.1549285  -49.727602 -4691.6710
## 14  42.81260 8.063705 -19.448456 -3585.2037  -2.5014372  -34.284646 -4853.3678
## 15  40.84772 6.815600 -31.166904 -4722.7950  -4.2889766  -21.003086 -8023.2817
## 16        NA       NA         NA         NA  -5.9471799  -37.628896         NA
## 17  42.59759 8.082435   7.942334  1467.0650   1.6848854    4.358018  2023.8269
## 18  44.06155 8.792430 -17.436018 -2885.2142  -5.1299145  108.927675 -3859.3651
## 19  42.77030 8.350016 -32.181789 -4622.3431  -9.2225248  -48.818261 -5567.3707
## 20  39.93143 7.372454 -16.497980 -3658.6480  -1.5119331  -23.460125 -5475.3532
## 21  39.48394 7.050079  10.168985  1613.3788   0.9058248    6.340625  2556.6407
## 22  38.52373 7.243753 -15.284781 -3979.9191  -2.0101190  -11.908486 -6187.3632
## 23  43.77920 8.837614   6.773251   343.0038   3.6018711   27.185857   343.2925
## 24  37.60878 7.551723  16.496518  3253.2133   5.6111725   56.877641  4003.8245
## 25  38.15876 7.074984  -1.149317  -815.0022  -8.6836342   14.583209  -837.4091
## 26  42.57637 8.496981         NA         NA  51.3032435  219.351608  9598.2731
## 27        NA       NA         NA         NA  -5.9192294  -13.446060         NA
## 28        NA       NA         NA         NA  -1.5999880  -49.567393         NA
## 29  45.75724 8.415621 -18.788098 -3233.2286  -2.6541790   49.439837 -4476.5123
## 30  45.29172 8.444352 -54.564412 -7137.7812  -8.3060765  -71.887248 -9617.6567
## 31  38.91913 7.685799  42.282331  7716.2569   4.3315632   22.174539 10382.2872
## 32  43.33128 8.889867  99.323169  8727.8340  15.0891989  642.048733  8958.4183
## 33  41.06751 7.849900  59.011437  7571.0044   3.6399680  144.296965 10169.6682
## 34  45.62033 8.323611  32.605858  2701.6437   1.2231501  447.856464  3215.2821
## 35  42.36211 8.351386   1.722497   535.1733   0.6129208   -3.971657   689.6062
## 36  44.64218 9.068831  -5.934967 -1126.4565   2.6733595  122.561959 -1630.3906
## 37  39.87465 7.206519  -3.327160  -566.2376  -0.5275630   -2.414226  -872.4392
## 38  41.10496 7.178174  -5.027040 -1171.6520  -0.8971101   -3.744216 -2075.0431
## 39  42.89987 8.461853  16.227701  1752.3992  66.8292110  134.634349  1890.2985
## 40  40.92197 7.861686  36.680871  6588.0666   4.1996196   23.713563  9504.4834
## 41  45.49677 8.297834         NA         NA   1.8795799  846.567614  6257.0133
## 42  40.64639 7.813898  43.870843  6684.4612   2.7857882   48.171735  8879.3636
## 43  42.33418 8.512906  17.262215  2627.8827   2.5933520   14.628112  3260.2272
## 44  43.09712 7.094344 -23.576567 -4205.6319 -44.9660626  -43.633784 -8171.0675
## 45  42.23842 7.545074         NA         NA -22.5928132 -131.960213 -7587.5981
## 46  39.84965 7.400615  42.835331  7816.2670   4.1457976   81.766808 11155.0741
## 47  42.44037 8.237348         NA         NA  22.2835949   35.941428 14529.8940
## 48        NA       NA         NA         NA   0.9905509    1.162028         NA
## 49  45.18093 8.764580 -39.305533 -4823.7465   1.5717447   -7.998501 -6096.9352
## 50  40.21792 7.084506 -10.091257 -1871.3535  -5.5929307  -21.810297 -3208.9149
## 51  41.76211 8.473712  -9.279486 -1500.3830  -2.2163470   10.276220 -1893.8139
## 52  38.41021 7.287337  16.318307  3657.2599   4.0569737    7.905455  4868.1102
## 53  42.39778 8.334647  28.768817  3472.7808   2.2668094  274.399867  4221.5015
## 54  40.11526 7.688266  35.785793  4908.2969   3.0015053   45.188111  6787.8277
## 55  44.62358 8.937224 -40.577344 -5884.8501  -7.3761768  -61.355040 -7610.6373
## 56  42.49923 7.532774 -16.968279 -3077.8925  -3.2626041  -31.250327 -4837.4645
## 57  37.77120 7.115526 -13.922160 -3354.1415  -3.2152458   -6.348176 -5315.1500
## 58  43.80217 7.177182 -22.799946 -4321.9475  -6.5309125  -62.643841 -7864.0550
## 59  40.02853 7.372141  17.610881  2897.1718   2.6588976    4.101619  4338.0003
## 60  45.63926 9.053602         NA         NA   9.7903646  488.219227  4988.0378
## 61  42.99487 6.937168 -17.519777 -3352.1092  -3.1144198  -32.540697 -6498.1933
## 62  42.48438 7.548112  12.808992  2579.9124   2.4536235   10.200370  3067.7774
## 63  42.23749 7.873792 -28.471171 -5800.1959 -30.5899005  -21.820700 -6697.1092
## 64  41.45326 8.070645  31.534701  3323.5950   1.4960622  122.542673  4371.2015
## 65        NA       NA         NA         NA   0.6620284   61.446172         NA
## 66  40.25518 7.667405  31.739172  5377.0854   2.0529568   23.247924  7236.1099
## 67        NA       NA         NA         NA  37.7457720   87.909405         NA
## 68  43.06996 8.642183 -26.492157 -3277.0682  -3.5618019    7.150624 -4238.7095
## 69        NA       NA         NA         NA  -1.8526777    2.115135         NA
## 70  40.29246 6.873827  24.157500  2222.2731   1.5422046  151.600314  3479.5683
## 71        NA       NA         NA         NA  -4.9715778  -43.661769         NA
## 72  39.66935 6.968614  -3.732316  -600.7129  -0.3830521   -5.012284 -1039.1365
## 73  42.80025 8.243473   7.858191   156.6856  18.4907939   53.187849    90.9426
## 74  40.68700 7.640995  46.381466  4914.9433   6.1619742  404.075452  6847.3815
## 75  42.61664 8.065378 -40.768210 -6189.2647 -11.8460834  -13.917710 -8734.7907
## 76  44.24613 8.098258 -18.110936 -2812.9806  -1.4765618  -16.144480 -3791.8971
## 77  41.82070 7.775240  23.949293  4014.6142  11.4159067   44.309148  4772.4339
## 78  40.78964 8.097868  93.864929 14312.4573  11.1722174  108.347311 18175.1179
## 79  43.40692 7.935987  -2.351094  -561.4391  -0.1120998   30.122316  -831.7208
## 80  45.84296 8.610601  -1.456152 -1092.5594   1.1215722   83.884744 -1603.3524
## 81  43.01237 8.377364 -12.060370 -2452.1705  -2.2982708  -22.498194 -3265.9712
## 82  40.44053 8.094001  29.088417  5546.7069   3.8187215   60.106797  7336.9841
## 83  41.85259 8.046123  48.043113  8486.5525   7.2844649   80.502987 10032.1969
## 84  43.96000 8.056566 -19.782266 -3404.0299  -4.2377916  -25.704413 -4376.4992
## 85  43.85664 7.818871 -36.860752 -6276.2788  -5.4273462  -61.845069 -9187.2788
## 86  42.81762 7.638205 -13.312812 -2111.8831  -2.5116317  -12.637766 -3240.1925
## 87  40.71103 7.311667         NA         NA   3.9835576    2.156075  3713.3598
## 88  41.13817 7.122076 -16.078811 -3692.1865  -5.7060760  -77.628447 -6219.0757
## 89  38.95505 6.717312  12.014319  2157.6878   1.1212571    4.175012  3618.1602
## 90  43.77941 8.611828 -67.587978 -7958.5588 -12.8474404 -188.926294 -9362.5210
## 91  42.10568 8.223186  61.006643  8724.8916  13.0669557  173.633556 11081.3609
## 92  43.24921 8.914699 -22.203707 -3083.1211 -11.3647092  -39.392885 -3800.9853
## 93  41.31524 7.980443  40.327023  7541.5281   6.0486761   11.418495 10088.0839
## 94  39.13543 7.030489  17.607095  3307.8067   2.6680361    8.512272  5146.9329
## 95  42.88532 6.975358 -14.157800 -2943.2669  -3.6352602   -6.007321 -5828.4766
## 96  41.01689 8.147968  38.922582  5520.0693   2.0729228  160.277817  6811.2478
## 97  42.38774 7.707809 -12.019035 -2652.8743  -3.6963547   -1.835258 -4138.7287
## 98  41.58397 8.106571  52.645706  6138.7943   2.6572699   84.425278  7954.1711
## 99  43.62504 8.100779 -16.699409 -2764.4715  -9.7790314  -11.400715 -3990.1952
## 100 43.58217 6.937257 -11.385999 -2649.4924  -3.5844913  -43.146908 -5385.6333
##        d_pm25_2 region  arealand    areawater     npl_cnt   tsdf_cnt
## 1     275.69598      4   9705172    247718.31 0.000000000 0.10619469
## 2   -1194.02764      4  28056590    393582.83 0.000000000 0.04166667
## 3    -321.03837      4  55191000    337730.82 0.000000000 0.00000000
## 4    1560.80197      4  72446218    768590.16 0.000000000 0.05263158
## 5   -1074.63713      4  50040991    367869.32 0.045454545 0.09090909
## 6    -603.55075      4  40037633     27830.31 0.000000000 0.00000000
## 7     307.71381      4  61565730   9684688.54 0.028571429 0.02857143
## 8    1639.44463      4  90542929   5454406.80 0.000000000 0.05000000
## 9    1112.53197      4  73093152   1064866.65 0.000000000 0.06451613
## 10  -1058.05120      4  24437611   5765756.80 0.022222222 0.11111111
## 11  -1256.31243      4  11041032     58070.15 0.019480519 0.16883117
## 12   -652.44374      4  22605981    357239.59 0.000000000 0.12068966
## 13   -889.47173      4   9953214     74539.27 0.010638298 0.12765957
## 14   -927.94003      4  19712782    113522.63 0.000000000 0.22580645
## 15  -1355.29350      4 103741447  30185484.17 0.000000000 0.00000000
## 16           NA      4  18259670  29597977.11 0.000000000 0.04166667
## 17    383.94511      4  61205150    480215.61 0.000000000 0.00000000
## 18   -763.77852      4  10942641    399422.35 0.000000000 0.24210526
## 19  -1158.05598      4  50446868   2018138.14 0.000000000 0.05714286
## 20  -1022.56329      4  56182579   1372616.38 0.000000000 0.09523810
## 21    456.73971      4  31941424  11283297.29 0.000000000 0.00000000
## 22  -1162.38009      4  79543501   2145393.57 0.000000000 0.00000000
## 23     71.52735      4  15614148    132462.92 0.012987013 0.10389610
## 24    802.22877      4  51695964    930300.91 0.021276596 0.06382979
## 25   -155.75899      4  28594956   2698672.06 0.015625000 0.04687500
## 26   1916.24931      4   8667309     78378.02 0.010256410 0.07692308
## 27           NA      4  45227721  45668265.87 0.000000000 0.00000000
## 28           NA      4  31017168  93766326.81 0.000000000 0.06250000
## 29   -820.86207      4  13265850    346779.90 0.000000000 0.11111111
## 30  -1788.75372      4  27318712    295964.04 0.000000000 0.08000000
## 31   2060.47422      4  62063541    417449.38 0.000000000 0.02941176
## 32   1849.54677      4   4849070    193160.93 0.000000000 0.25490196
## 33   1952.81060      4  27852463     79027.81 0.000000000 0.04255319
## 34    584.02608      4   4346296     48495.04 0.000000000 0.19341564
## 35    129.34560      4  42458569    239289.40 0.000000000 0.13333333
## 36   -329.21562      4   5325499    119233.55 0.023121387 0.13872832
## 37   -156.60694      4  88218172   1329200.80 0.000000000 0.00000000
## 38   -365.84585      4  94523270   3132579.12 0.000000000 0.12500000
## 39    371.67512      4  43057817    453239.12 0.062500000 0.21875000
## 40   1826.07701      4  53142391     93645.31 0.000000000 0.00000000
## 41   1147.20753      4   5728933    104180.57 0.000000000 0.25684932
## 42   1704.97188      4  36754266    331863.08 0.000000000 0.03921569
## 43    653.52078      4  25264115    268315.61 0.000000000 0.03278689
## 44  -1344.17127      4  29869038     50801.62 0.041666667 0.04166667
## 45  -1347.88146      4  13415068     76909.72 0.013888889 0.15277778
## 46   2069.00279      4  48141543    986179.95 0.000000000 0.10526316
## 47   2821.84540      4  40416017    158293.84 0.000000000 0.00000000
## 48           NA      4 264322562 365493493.83 0.000000000 0.00000000
## 49  -1185.70080      4  13278118    537423.62 0.017857143 0.12500000
## 50   -580.48084      4  48930129    375165.04 0.000000000 0.03846154
## 51   -394.15708      4  24396212    137658.19 0.000000000 0.09523810
## 52    921.52809      4 174405280    861689.29 0.000000000 0.00000000
## 53    834.74241      4  17854254    289872.68 0.000000000 0.21621622
## 54   1298.48307      4  21992128    125538.32 0.000000000 0.08510638
## 55  -1511.69317      4  15324508    467293.00 0.000000000 0.16000000
## 56   -851.39914      4  36757340    450867.16 0.000000000 0.12903226
## 57  -1000.27333      4  47691305    378294.18 0.000000000 0.00000000
## 58  -1288.82711      4  72781108    302547.69 0.000000000 0.06250000
## 59    800.79181      4  56292151     35552.86 0.000000000 0.00000000
## 60    975.92941      4   2443328    105115.93 0.001801802 0.17837838
## 61  -1048.69635      4  40931456    116285.21 0.000000000 0.07142857
## 62    542.01835      4  57865566   1178178.23 0.000000000 0.04545455
## 63  -1252.35255      4  31701357    363524.12 0.052631579 0.05263158
## 64    851.37853      4  21534459     95043.48 0.000000000 0.13846154
## 65           NA      4   4148354   2949491.43 0.008333333 0.24166667
## 66   1383.15040      4  63177177   1637540.14 0.000000000 0.04545455
## 67           NA      4  20556435   3864819.19 0.020833333 0.08333333
## 68   -844.17852      4  13728066    118333.24 0.000000000 0.09333333
## 69           NA      4  67041199  44851672.15 0.000000000 0.07692308
## 70    593.61949      4  22600633   6220967.92 0.000000000 0.11538462
## 71           NA      4  70520162   5088548.94 0.000000000 0.03125000
## 72   -180.70475      4  53341640  17652458.08 0.000000000 0.08333333
## 73     14.49219      4  39082367   1200720.04 0.038461538 0.03846154
## 74   1286.11669      4  17600209     85915.04 0.000000000 0.17708333
## 75  -1654.64357      4  51300526    163669.58 0.000000000 0.00000000
## 76   -693.41967      4  23560418    230245.31 0.000000000 0.13953488
## 77    889.46887      4  29924065    378975.37 0.024390244 0.02439024
## 78   3600.08375      4  27879951     57686.30 0.000000000 0.05681818
## 79   -143.43051      4  21231595    267556.83 0.000000000 0.15942029
## 80   -300.74232      4  14092801    342931.88 0.010638298 0.12765957
## 81   -626.86692      4  28163005     90245.92 0.000000000 0.09615385
## 82   1466.96740      4  54430165    109418.36 0.000000000 0.02222222
## 83   1930.90257      4  30613706    142295.74 0.000000000 0.11111111
## 84   -808.38870      4  22247184    548755.46 0.000000000 0.06521739
## 85  -1639.36547      4  37514194    567236.87 0.000000000 0.06451613
## 86   -578.82070      4  23430269    175213.41 0.000000000 0.05084746
## 87    621.69114      4 113900872   2701347.25 0.000000000 0.08333333
## 88  -1083.50442      4  39205660    204405.56 0.000000000 0.20000000
## 89    623.90660      4 202420784 106914890.40 0.000000000 0.00000000
## 90  -1870.17017      4  15909268    174911.46 0.000000000 0.19417476
## 91   2164.50686      4  19809334   1278306.94 0.000000000 0.06060606
## 92   -779.20077      4   4752042    127631.20 0.006593407 0.16263736
## 93   1950.18155      4  74094196   2621338.93 0.000000000 0.00000000
## 94    926.95529      4  59830414  13018813.33 0.000000000 0.00000000
## 95   -952.20496      4  26101949     75234.16 0.000000000 0.06451613
## 96   1354.87258      4  19128510    131402.55 0.000000000 0.05333333
## 97   -751.11986      4  36872637    129479.87 0.000000000 0.07547170
## 98   1549.22281      4  17309323    260594.36 0.000000000 0.12727273
## 99   -737.88510      4  30982004    258306.93 0.035714286 0.03571429
## 100  -856.48143      4  62277694    117273.92 0.000000000 0.15384615
##     shape_length shape_area     bf_prop
## 1      16632.472   15255287 0.244344485
## 2      32339.270   43472594 0.000000000
## 3      47686.766   86083790 0.000000000
## 4      48568.005  109294568 0.015106299
## 5      50378.349   78033330 0.000000000
## 6      45198.050   61461012 0.005220273
## 7      44564.024  107704421 0.141635798
## 8      61154.495  147220913          NA
## 9      50571.628  109751216          NA
## 10     26881.791   44096242 0.190407536
## 11     19188.706   16829296 0.458047030
## 12     27128.920   34938538 0.135147138
## 13     15343.280   15120860 0.080646221
## 14     23384.365   30319498 0.085374240
## 15     73406.074  206828689          NA
## 16     30488.246   71248256 0.019685084
## 17     48318.567   95389232          NA
## 18     19163.296   17219368 0.103782389
## 19     41599.773   79732056 0.259087060
## 20     50631.563   86252274 0.000000000
## 21     37789.929   66391123 0.089667019
## 22     60531.914  122190903          NA
## 23     22651.292   23713701 0.148731358
## 24     40543.603   77242900          NA
## 25     28380.221   46878668 0.057430007
## 26     14382.874   13079212 0.151552366
## 27     64336.665  140467177 0.003023725
## 28     54538.082  189463000          NA
## 29     20407.911   20734270 0.024890686
## 30     32458.768   42204499 0.010657046
## 31     48818.850   93187525 0.080719921
## 32     11840.642    7726971 0.300720884
## 33     28704.803   42671458 0.042019050
## 34     11063.320    6750868 0.769484414
## 35     40874.076   65509433 0.013289267
## 36     13072.568    8191518 0.347469723
## 37     64364.255  138657055          NA
## 38     63864.260  147122814 0.035030969
## 39     36843.194   67132497 0.017925740
## 40     47917.445   80468939          NA
## 41     11907.427    8948744 0.361327845
## 42     32279.681   57151700 0.352870673
## 43     29421.345   38483227 0.026302422
## 44     29469.504   45304974 0.032112257
## 45     21643.093   20319338 0.186286257
## 46     42400.040   75903271          NA
## 47     31517.511   60633209          NA
## 48    151760.736  950206957          NA
## 49     19971.202   21050578 0.083289958
## 50     43113.570   74167011          NA
## 51     29534.581   37114395 0.032967799
## 52     99962.269  261941044          NA
## 53     22462.512   27419126 0.037433846
## 54     26119.300   33230534 0.046189386
## 55     22803.171   23870414 0.058862244
## 56     37512.136   56516678 0.010507659
## 57     42171.371   72066349 0.001668120
## 58     55825.639  111497894 0.023598225
## 59     48085.940   85902875 0.134358463
## 60      8468.602    3829650 4.908397356
## 61     44699.656   62867433          NA
## 62     47457.842   88913635 0.002856829
## 63     31083.286   48260569 0.035423459
## 64     25404.856   33088916 0.264334117
## 65     12658.684   10397404 0.853134491
## 66     51636.378  100291031 0.007738036
## 67     23390.838   36225054          NA
## 68     18513.247   21232346 0.071973513
## 69     57417.720  167753223          NA
## 70     24384.921   44424126          NA
## 71     51381.074  111633040 0.220806506
## 72     47811.228  109183126          NA
## 73     31776.675   62288065 0.016993767
## 74     21208.881   26805215 0.044641093
## 75     47430.436   77398465 0.029903216
## 76     27449.779   36162186 0.063929406
## 77     26139.204   45271555 0.009073004
## 78     30367.812   41372113 0.399067160
## 79     27001.804   33248253          NA
## 80     19003.383   21903895 0.494303786
## 81     28997.415   42619730 0.129898395
## 82     43645.134   81452028 0.026131590
## 83     28346.420   45765284 0.906018377
## 84     26219.210   34310976 0.014248454
## 85     39602.696   58901445 0.004213920
## 86     29707.953   36523192 0.136422003
## 87     64159.966  176258315 0.017258313
## 88     38617.028   59158429 0.965021037
## 89     99363.756  472064660          NA
## 90     20752.713   24018825 0.117812492
## 91     23628.939   32586051 0.028888539
## 92     11247.369    7431963 0.585206697
## 93     55853.226  118641479          NA
## 94     45613.673  111088118 0.029615005
## 95     35324.135   40313310 0.022271745
## 96     24325.845   29025849 0.057132143
## 97     36349.714   56948215 0.021947853
## 98     21296.158   26702991 0.032714911
## 99     32201.204   48024718          NA
## 100    54798.255   95288563 0.058623988
str(ej.scaled)
## 'data.frame':    67 obs. of  49 variables:
##  $ per_tested    : num [1:67, 1] -0.8841 0.6867 -1.7024 -1.6732 0.0145 ...
##  $ num_high_lead : num [1:67, 1] 1.44 -0.568 -0.69 -0.447 -0.751 ...
##  $ per_highlead_h: num [1:67, 1] -1.447 -0.616 0.388 2.11 -1.476 ...
##  $ fips          : num [1:67, 1] -1.71 -1.67 -1.64 -1.6 -1.57 ...
##  $ bf_acreage    : num [1:67, 1] 0.00433 -0.31349 -0.31349 -0.29507 -0.31349 ...
##  $ objectid      : num [1:67, 1] -1.59 -1.55 -1.54 -1.53 -1.52 ...
##  $ id            : num [1:67, 1] -1.71 -1.68 -1.63 -1.6 -1.56 ...
##  $ acstotpop     : num [1:67, 1] -0.123 0.244 -1.362 -0.384 -0.718 ...
##  $ acsipovbas    : num [1:67, 1] -0.106 0.212 -1.276 -0.54 -0.638 ...
##  $ acseducbas    : num [1:67, 1] -0.297 0.457 -1.286 -0.315 -0.471 ...
##  $ acstothh      : num [1:67, 1] -0.04572 -0.00465 -1.19107 -0.60429 -0.30198 ...
##  $ acstothu      : num [1:67, 1] -0.695 -0.236 0.17 -0.744 0.59 ...
##  $ minorpop      : num [1:67, 1] 0.12 -0.955 -1.219 0.961 -1.359 ...
##  $ minorpct      : num [1:67, 1] 0.271 -1.022 -1.069 1.35 -1.343 ...
##  $ lowincome     : num [1:67, 1] -0.0345 0.2468 -0.6199 0.236 -0.8448 ...
##  $ lowincpct     : num [1:67, 1] 0.178 -0.223 1.144 0.923 -0.224 ...
##  $ lesshs        : num [1:67, 1] -0.351 1.257 0.534 0.781 -0.193 ...
##  $ lesshspct     : num [1:67, 1] 0.0753 0.8451 1.7118 0.7648 0.0824 ...
##  $ under5        : num [1:67, 1] 0.116 -0.105 -1.269 -0.526 -0.838 ...
##  $ under5pct     : num [1:67, 1] 0.4481 -0.0381 -0.9795 -0.2425 -0.7244 ...
##  $ over64        : num [1:67, 1] -0.577 0.444 -0.219 -0.646 0.391 ...
##  $ over64pct     : num [1:67, 1] -0.3871 0.0836 1.4217 -0.1937 1.1528 ...
##  $ pre1960       : num [1:67, 1] 0.754 -0.859 -0.46 1.172 0.404 ...
##  $ pre1960pct    : num [1:67, 1] 1.086 -0.813 -0.919 1.225 -0.346 ...
##  $ vuleopct      : num [1:67, 1] 0.275 -0.889 -0.479 1.38 -1.145 ...
##  $ vuleo         : num [1:67, 1] 0.0804 -0.6332 -1.1657 0.8204 -1.3428 ...
##  $ dispeo        : num [1:67, 1] 0.194 -0.948 -0.311 1.282 -1.032 ...
##  $ dslpm         : num [1:67, 1] 1.427 -0.367 -1.284 -0.283 -1.364 ...
##  $ cancer        : num [1:67, 1] 0.899 0.141 -1.678 1.018 -1.853 ...
##  $ resp          : num [1:67, 1] 0.7608 -0.0867 -1.7583 1.2062 -1.8999 ...
##  $ pnpl          : num [1:67, 1] -0.577 -0.296 -0.133 -0.19 0.175 ...
##  $ prmp          : num [1:67, 1] 0.76 -0.876 -1.099 -1.061 -1.186 ...
##  $ ptsdf         : num [1:67, 1] 0.778 -0.626 -0.746 -0.468 -0.484 ...
##  $ ozone         : num [1:67, 1] 0.7145 0.5749 0.1599 0.0499 0.4226 ...
##  $ pm25          : num [1:67, 1] 0.7362 0.9038 -1.1336 0.0279 -1.4523 ...
##  $ d_dslpm_2     : num [1:67, 1] 0.542 -0.889 -0.248 1.056 -0.563 ...
##  $ d_cancr_2     : num [1:67, 1] 0.193 -1.03 -0.283 1.463 -0.774 ...
##  $ d_pnpl_2      : num [1:67, 1] -0.00801 -0.41534 -0.21631 0.5993 -0.98309 ...
##  $ d_ptsdf_2     : num [1:67, 1] -0.102 -0.431 -0.306 0.148 -0.518 ...
##  $ d_ozone_2     : num [1:67, 1] 0.161 -1.011 -0.351 1.241 -1.088 ...
##  $ d_pm25_2      : num [1:67, 1] 0.147 -1.062 -0.344 1.204 -0.964 ...
##  $ arealand      : num [1:67, 1] -0.835 -0.365 0.328 0.769 0.197 ...
##  $ areawater     : num [1:67, 1] -0.207 -0.203 -0.205 -0.194 -0.204 ...
##  $ npl_cnt       : num [1:67, 1] -0.438 -0.438 -0.438 -0.438 3.214 ...
##  $ tsdf_cnt      : num [1:67, 1] 0.3189 -0.6285 -1.2402 -0.4675 0.0945 ...
##  $ shape_length  : num [1:67, 1] -1.005 -0.248 0.491 0.534 0.621 ...
##  $ shape_area    : num [1:67, 1] -0.57074 -0.3098 0.08424 0.29888 0.00979 ...
##  $ cluster       : int  3 3 1 1 3 1 3 3 1 3 ...
##  $ bf_prop       : num [1:67, 1] -0.0351 -1.2845 0.2302 0.7685 0.4364 ...
##  - attr(*, "na.action")= 'omit' Named int [1:33] 8 9 10 15 16 17 22 24 26 27 ...
##   ..- attr(*, "names")= chr [1:33] "BERTIE" "BLADEN" "BRUNSWICK" "CAMDEN" ...
ej.scaled$cluster = as.factor(ej.scaled$cluster)
str(ej.scaled)
## 'data.frame':    67 obs. of  49 variables:
##  $ per_tested    : num [1:67, 1] -0.8841 0.6867 -1.7024 -1.6732 0.0145 ...
##  $ num_high_lead : num [1:67, 1] 1.44 -0.568 -0.69 -0.447 -0.751 ...
##  $ per_highlead_h: num [1:67, 1] -1.447 -0.616 0.388 2.11 -1.476 ...
##  $ fips          : num [1:67, 1] -1.71 -1.67 -1.64 -1.6 -1.57 ...
##  $ bf_acreage    : num [1:67, 1] 0.00433 -0.31349 -0.31349 -0.29507 -0.31349 ...
##  $ objectid      : num [1:67, 1] -1.59 -1.55 -1.54 -1.53 -1.52 ...
##  $ id            : num [1:67, 1] -1.71 -1.68 -1.63 -1.6 -1.56 ...
##  $ acstotpop     : num [1:67, 1] -0.123 0.244 -1.362 -0.384 -0.718 ...
##  $ acsipovbas    : num [1:67, 1] -0.106 0.212 -1.276 -0.54 -0.638 ...
##  $ acseducbas    : num [1:67, 1] -0.297 0.457 -1.286 -0.315 -0.471 ...
##  $ acstothh      : num [1:67, 1] -0.04572 -0.00465 -1.19107 -0.60429 -0.30198 ...
##  $ acstothu      : num [1:67, 1] -0.695 -0.236 0.17 -0.744 0.59 ...
##  $ minorpop      : num [1:67, 1] 0.12 -0.955 -1.219 0.961 -1.359 ...
##  $ minorpct      : num [1:67, 1] 0.271 -1.022 -1.069 1.35 -1.343 ...
##  $ lowincome     : num [1:67, 1] -0.0345 0.2468 -0.6199 0.236 -0.8448 ...
##  $ lowincpct     : num [1:67, 1] 0.178 -0.223 1.144 0.923 -0.224 ...
##  $ lesshs        : num [1:67, 1] -0.351 1.257 0.534 0.781 -0.193 ...
##  $ lesshspct     : num [1:67, 1] 0.0753 0.8451 1.7118 0.7648 0.0824 ...
##  $ under5        : num [1:67, 1] 0.116 -0.105 -1.269 -0.526 -0.838 ...
##  $ under5pct     : num [1:67, 1] 0.4481 -0.0381 -0.9795 -0.2425 -0.7244 ...
##  $ over64        : num [1:67, 1] -0.577 0.444 -0.219 -0.646 0.391 ...
##  $ over64pct     : num [1:67, 1] -0.3871 0.0836 1.4217 -0.1937 1.1528 ...
##  $ pre1960       : num [1:67, 1] 0.754 -0.859 -0.46 1.172 0.404 ...
##  $ pre1960pct    : num [1:67, 1] 1.086 -0.813 -0.919 1.225 -0.346 ...
##  $ vuleopct      : num [1:67, 1] 0.275 -0.889 -0.479 1.38 -1.145 ...
##  $ vuleo         : num [1:67, 1] 0.0804 -0.6332 -1.1657 0.8204 -1.3428 ...
##  $ dispeo        : num [1:67, 1] 0.194 -0.948 -0.311 1.282 -1.032 ...
##  $ dslpm         : num [1:67, 1] 1.427 -0.367 -1.284 -0.283 -1.364 ...
##  $ cancer        : num [1:67, 1] 0.899 0.141 -1.678 1.018 -1.853 ...
##  $ resp          : num [1:67, 1] 0.7608 -0.0867 -1.7583 1.2062 -1.8999 ...
##  $ pnpl          : num [1:67, 1] -0.577 -0.296 -0.133 -0.19 0.175 ...
##  $ prmp          : num [1:67, 1] 0.76 -0.876 -1.099 -1.061 -1.186 ...
##  $ ptsdf         : num [1:67, 1] 0.778 -0.626 -0.746 -0.468 -0.484 ...
##  $ ozone         : num [1:67, 1] 0.7145 0.5749 0.1599 0.0499 0.4226 ...
##  $ pm25          : num [1:67, 1] 0.7362 0.9038 -1.1336 0.0279 -1.4523 ...
##  $ d_dslpm_2     : num [1:67, 1] 0.542 -0.889 -0.248 1.056 -0.563 ...
##  $ d_cancr_2     : num [1:67, 1] 0.193 -1.03 -0.283 1.463 -0.774 ...
##  $ d_pnpl_2      : num [1:67, 1] -0.00801 -0.41534 -0.21631 0.5993 -0.98309 ...
##  $ d_ptsdf_2     : num [1:67, 1] -0.102 -0.431 -0.306 0.148 -0.518 ...
##  $ d_ozone_2     : num [1:67, 1] 0.161 -1.011 -0.351 1.241 -1.088 ...
##  $ d_pm25_2      : num [1:67, 1] 0.147 -1.062 -0.344 1.204 -0.964 ...
##  $ arealand      : num [1:67, 1] -0.835 -0.365 0.328 0.769 0.197 ...
##  $ areawater     : num [1:67, 1] -0.207 -0.203 -0.205 -0.194 -0.204 ...
##  $ npl_cnt       : num [1:67, 1] -0.438 -0.438 -0.438 -0.438 3.214 ...
##  $ tsdf_cnt      : num [1:67, 1] 0.3189 -0.6285 -1.2402 -0.4675 0.0945 ...
##  $ shape_length  : num [1:67, 1] -1.005 -0.248 0.491 0.534 0.621 ...
##  $ shape_area    : num [1:67, 1] -0.57074 -0.3098 0.08424 0.29888 0.00979 ...
##  $ cluster       : Factor w/ 3 levels "1","2","3": 3 3 1 1 3 1 3 3 1 3 ...
##  $ bf_prop       : num [1:67, 1] -0.0351 -1.2845 0.2302 0.7685 0.4364 ...
##  - attr(*, "na.action")= 'omit' Named int [1:33] 8 9 10 15 16 17 22 24 26 27 ...
##   ..- attr(*, "names")= chr [1:33] "BERTIE" "BLADEN" "BRUNSWICK" "CAMDEN" ...
#Adding these variables made some of the names messy so we clean them up
ej.scaled %>% clean_names()
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                 objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.55097332 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE     -1.37255549 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.31576183 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.27504184 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA      -1.13975505 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.10492875 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND    -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN       -0.98946616 -0.871576525  0.43133100  0.323919951  0.17189396
## DAVIDSON     -0.81372728 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.77809729 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.76229151 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.71219521 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.58092684 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.50779160 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM       -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.38884639 -0.389057471  1.10154925  0.990568906  1.31590536
## HALIFAX      -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.17319120 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL      -0.03576126 -0.060187717  0.22585625  0.316367651  0.17116760
## JOHNSTON      0.03067661  0.008371874  2.37685845  2.468148322  2.33210651
## LEE           0.06684239  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.08934554  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.11533132  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.13703079  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.15283657  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.16462393  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.17453603  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY    0.49091960  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.51208328  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.54476642  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON   0.63236797  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE        0.70978952  0.593574368  1.29466131  1.003413274  0.80312107
## PERSON        0.78131739  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.81400053  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.84293315  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.86918683  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.90320945  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.93776785  0.954472307  0.15561782  0.169539503 -0.21387511
## ROWAN         1.02349414  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.06260676  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.08859254  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.10788095  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.12743726  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.14806514  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.17217566  1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA  1.20110828  1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION         1.23807774  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.27451141  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.40524400  1.421253533  2.44784241  2.463992051  2.43641174
## WASHINGTON    1.53919131  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.55151447  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.57991130  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.61420181  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.64313443  1.627004518  0.04579453  0.096185685 -0.06459216
## YANCEY        1.67635337  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area cluster     bf_prop
## ALAMANCE     -1.004614926 -0.570739709       3 -0.03513348
## ALEXANDER    -0.247982846 -0.309803626       3 -1.28447255
## ALLEGHANY     0.491340833  0.084238178       1  0.23019103
## ANSON         0.533792116  0.298876995       1  0.76847090
## ASHE          0.621000504  0.009792536       3  0.43636036
## AVERY         0.371453730 -0.143457939       1  0.28534718
## BEAUFORT      0.340911248  0.284172306       3  0.41765482
## BUNCOMBE     -0.881475362 -0.556184260       3  0.68528816
## BURKE        -0.498977247 -0.388721264       1 -0.49968520
## CABARRUS     -1.066718248 -0.571982807       3 -0.07809542
## CALDWELL     -0.679360962 -0.431435266       3  0.49903614
## CATAWBA      -0.882699399 -0.552577113       3 -0.28724715
## CHATHAM       0.198116582  0.025501297       3  0.10266243
## CHEROKEE      0.633198385  0.085796213       3  0.73588077
## CHOWAN        0.014587738 -0.097867343       3  0.17548566
## CLEVELAND    -0.714674750 -0.492521571       3  0.24060580
## CRAVEN       -0.438699215 -0.278306379       3 -0.53049333
## DAVIDSON     -0.822743479 -0.520073488       1 -1.55002163
## DAVIE        -0.242226375 -0.321530179       1 -0.46928750
## DUPLIN        0.545875870  0.149929092       3 -0.23107882
## DURHAM       -1.235448270 -0.640356895       3  0.15065159
## EDGECOMBE    -0.423063400 -0.317212035       3  0.28089889
## FORSYTH      -1.272893626 -0.649383282       2  3.95960284
## FRANKLIN      0.163158097 -0.106020664       3 -0.14022282
## GASTON       -1.176103576 -0.636061049       3 -0.13707296
## GRAHAM        1.270647421  0.648689061       3  0.24255402
## GRANVILLE    -0.031018608 -0.091011577       3 -0.25718133
## HALIFAX      -0.250853411 -0.183307771       1 -0.01079776
## HARNETT      -0.388545948 -0.355942192       1 -0.13294985
## HAYWOOD      -0.386225985 -0.292858921       3  0.46303232
## IREDELL      -0.843780764 -0.517148468       3 -0.86802940
## JOHNSTON     -0.383091111 -0.368600293       3 -0.10299680
## LEE          -0.723768701 -0.458256103       1 -0.54471975
## LENOIR       -0.547612924 -0.404515822       1  0.36478023
## LINCOLN      -0.707358404 -0.491072384       3 -0.46594245
## MACON         0.001205813 -0.189180064       1 12.72107015
## MADISON       0.225651756 -0.045386389       1  0.45482599
## MARTIN        0.883408796  0.319251982       1  0.77616238
## MCDOWELL      0.510569931  0.082565186       1  0.16701786
## MONTGOMERY    0.480313017  0.110406818       1  0.48096711
## MOORE        -0.308486478 -0.265527414       3 -0.41294121
## NASH         -0.582029322 -0.405825418       1 -0.73346820
## NORTHAMPTON   0.681602573  0.215617895       1  0.19236838
## ORANGE       -0.914013746 -0.515467589       3 -0.14515843
## PERSON       -0.275084353 -0.135809870       1 -2.04202452
## PITT         -0.784158934 -0.463933171       3 -0.21165954
## POLK          0.478992829  0.003921703       3 -0.37752189
## RANDOLPH     -0.483520731 -0.377405731       1 -0.37125894
## RICHMOND     -0.546654085 -0.293167956       1  0.28823467
## ROBESON      -0.342952452 -0.329227571       3  1.54487420
## ROWAN        -0.890402779 -0.509257528       1  5.57595022
## RUTHERFORD   -0.408967601 -0.317690388       3  0.30030325
## SAMPSON       0.296646237  0.041406525       3  1.88581301
## SCOTLAND     -0.440327524 -0.288602261       1 -1.67406323
## STANLY       -0.542800059 -0.394524569       1  0.75223019
## STOKES        0.101912849 -0.167127224       1 -5.96963652
## SURRY        -0.374739388 -0.374067373       1  0.22810933
## TRANSYLVANIA  0.054430987 -0.164750793       3 -2.42680211
## UNION        -0.806133576 -0.489699968       3 -0.03529178
## VANCE        -0.667579270 -0.410475601       3  0.82435438
## WAKE         -1.264027586 -0.643084940       2  0.37526010
## WASHINGTON    0.391475220  0.315462626       3  0.15269123
## WATAUGA      -0.104195162 -0.339018720       3 -0.33630549
## WAYNE        -0.634007708 -0.443398130       3 -0.40814984
## WILKES       -0.054790683 -0.185189481       3  0.57331411
## WILSON       -0.779954595 -0.464878472       1 -5.87847576
## YANCEY        0.833917367  0.169358183       1  0.78952046
ej.scaled
##               per_tested num_high_lead per_highlead_h        fips   bf_acreage
## ALAMANCE     -0.88410296    1.43983603    -1.44746761 -1.70622042  0.004331364
## ALEXANDER     0.68669397   -0.56838836    -0.61558967 -1.67175132 -0.313485055
## ALLEGHANY    -1.70237856   -0.69009893     0.38840094 -1.63728222 -0.313485055
## ANSON        -1.67315443   -0.44667779     2.10952771 -1.60281312 -0.295068874
## ASHE          0.01453900   -0.75095421    -1.47615306 -1.56834402 -0.313485055
## AVERY         0.18257774   -0.56838836     0.96210986 -1.53387492 -0.308258594
## BEAUFORT      1.02277145   -0.44667779    -0.47216244 -1.49940582 -0.138494723
## BUNCOMBE     -0.12427561    0.40529619    -0.61558967 -1.36152943  0.379309338
## BURKE         1.00085335    0.22273034     0.24497371 -1.32706033 -0.122147159
## CABARRUS     -0.89871502    0.52700676    -0.32873521 -1.29259123 -0.155290793
## CALDWELL      0.46020697   -0.14240137    -0.18530798 -1.25812213 -0.210411191
## CATAWBA       0.21910791   -0.02069080    -0.61558967 -1.12024573 -0.156766284
## CHATHAM      -0.92793915   -0.56838836    -0.75901690 -1.08577663  0.159392495
## CHEROKEE     -0.08774545   -0.69009893    -1.04587136 -1.05130753 -0.313485055
## CHOWAN        0.12412949   -0.69009893    -0.61558967 -1.01683843 -0.230209501
## CLEVELAND     0.86203874    0.10101977    -0.18530798 -0.94790023 -0.141707486
## CRAVEN        1.05199558    0.22273034    -0.32873521 -0.87896203 -0.228818219
## DAVIDSON      0.93509906    1.19641489     0.24497371 -0.74108564 -0.278748769
## DAVIE         0.37253458   -0.32496722     0.53182817 -0.70661654 -0.297100878
## DUPLIN        0.83281461   -0.44667779    -0.75901690 -0.67214744 -0.185139285
## DURHAM       -0.54802548    0.64871733    -0.75901690 -0.63767834  0.237847074
## EDGECOMBE     0.54057332   -0.26411193    -0.18530798 -0.60320924 -0.269842733
## FORSYTH       0.08759933    3.02207343     0.10154648 -0.56874014  0.763499064
## FRANKLIN     -0.12427561   -0.50753307    -0.75901690 -0.53427104 -0.287169687
## GASTON       -1.58548205    0.16187506    -0.47216244 -0.49980194  0.084687056
## GRAHAM       -0.56263754   -0.75095421    -1.47615306 -0.43086374 -0.279188121
## GRANVILLE    -0.27770228   -0.69009893    -1.33272583 -0.39639464 -0.283297895
## HALIFAX       1.05199558    0.28358563     1.39239155 -0.29298734  0.014171023
## HARNETT      -0.95716328    0.83128319     0.53182817 -0.25851825 -0.262035078
## HAYWOOD       0.37984061   -0.50753307    -0.75901690 -0.22404915 -0.276478782
## IREDELL      -0.56994357    0.10101977    -0.47216244 -0.05170365 -0.196049865
## JOHNSTON     -0.63569786   -0.08154608    -0.90244413  0.01723455 -0.244808809
## LEE           0.40175871   -0.02069080     0.10154648  0.08617275 -0.257806313
## LENOIR        1.30040067    0.28358563     0.96210986  0.12064185 -0.262007618
## LINCOLN      -1.71699063   -0.38582250    -0.18530798  0.15511095 -0.225728108
## MACON        -0.06582735   -0.44667779     0.24497371  0.18958005 -0.299489855
## MADISON       0.22641394   -0.56838836     0.24497371  0.22404915 -0.311608654
## MARTIN        1.30040067   -0.44667779     0.38840094  0.25851825 -0.284588492
## MCDOWELL      0.21180187   -0.32496722     0.24497371  0.29298734 -0.178475776
## MONTGOMERY    1.90680134   -0.14240137     1.53581878  0.39639464 -0.310235679
## MOORE         1.05930161    0.04016449    -0.47216244  0.43086374 -0.259087757
## NASH          1.05199558    0.77042790     0.67525540  0.46533284  0.036422383
## NORTHAMPTON   0.51865523   -0.56838836     0.24497371  0.53427104 -0.306986303
## ORANGE       -0.85487883   -0.38582250    -0.75901690  0.60320924 -0.187931002
## PERSON       -1.60009411   -0.32496722     1.53581878  0.77555474 -0.289970557
## PITT          0.02184504   -0.02069080    -0.75901690  0.81002384 -0.237989697
## POLK         -1.43205537   -0.69009893    -0.32873521  0.84449293 -0.266822187
## RANDOLPH      0.66477587    0.70957262     0.10154648  0.87896203 -0.216214302
## RICHMOND      1.23464638    0.34444091     1.39239155  0.91343113 -0.304331883
## ROBESON       0.73053016    0.46615148    -0.32873521  0.94790023  0.240409962
## ROWAN         0.13143552    0.70957262     0.24497371  1.01683843  0.358467567
## RUTHERFORD   -2.19188272   -0.62924364    -0.75901690  1.05130753 -0.161359345
## SAMPSON       1.38807306    0.10101977    -0.04188075  1.08577663 -0.279700699
## SCOTLAND      0.91318096   -0.14240137     0.67525540  1.12024573  0.769573108
## STANLY        1.15428003    0.22273034     0.67525540  1.15471483 -0.296158101
## STOKES       -0.17541783   -0.32496722     0.67525540  1.18918393 -0.307773476
## SURRY        -0.62839183    0.46615148     2.10952771  1.22365303 -0.160892534
## TRANSYLVANIA  0.48943110   -0.56838836    -0.32873521  1.29259123  0.870596662
## UNION        -2.05306811   -0.14240137    -0.61558967  1.36152943 -0.076147896
## VANCE        -0.67953406   -0.50753307    -0.47216244  1.39599852 -0.277842605
## WAKE         -0.84026676    5.21286367    -0.32873521  1.43046762  0.918577586
## WASHINGTON   -0.07313338   -0.69009893    -0.61558967  1.49940582 -0.291517443
## WATAUGA       1.10313780   -0.38582250    -0.04188075  1.53387492 -0.277897524
## WAYNE         0.13874155   -0.02069080    -0.61558967  1.56834402 -0.227024197
## WILKES        0.56979745   -0.32496722    -0.47216244  1.60281312 -0.287535814
## WILSON        1.13236193    0.52700676     0.53182817  1.63728222 -0.269202011
## YANCEY       -1.00830550   -0.62924364     0.24497371  1.70622042 -0.240561738
##                 objectid           id   acstotpop   acsipovbas  acseducbas
## ALAMANCE     -1.58767489 -1.714650473 -0.12328309 -0.106427272 -0.29694890
## ALEXANDER    -1.55097332 -1.679863730  0.24405742  0.211718117  0.45702447
## ALLEGHANY    -1.54159701 -1.629737643 -1.36184741 -1.276329933 -1.28591508
## ANSON        -1.53356017 -1.595797567 -0.38396883 -0.540354249 -0.31521012
## ASHE         -1.52257649 -1.560480342 -0.71840865 -0.637634813 -0.47109075
## AVERY        -1.51239649 -1.526720011 -1.08029310 -1.562993269 -0.94669497
## BEAUFORT     -1.49873387 -1.492262088 -0.33160092 -0.245560472 -0.26262101
## BUNCOMBE     -1.37255549 -1.370440686  0.55350341  0.569888246  0.91133259
## BURKE        -1.31576183 -1.335665393  0.24444822  0.242772331  0.43113102
## CABARRUS     -1.27504184 -1.300852369  1.98847498  2.086895550  1.90171683
## CALDWELL     -1.23325028 -1.266586150 -0.42163517 -0.350596906 -0.33690288
## CATAWBA      -1.13975505 -1.129112939  0.54575400  0.599701222  0.57678978
## CHATHAM      -1.10492875 -1.094496593  1.55258833  1.634761649  2.10943696
## CHEROKEE     -1.08992665 -1.044367074 -0.42599979 -0.349722363 -0.03387855
## CHOWAN       -1.08055034 -1.009917444 -1.31184227 -1.262406429 -1.28116074
## CLEVELAND    -1.05242140 -0.940653815 -0.58896123 -0.534562476 -0.74168377
## CRAVEN       -0.98946616 -0.871576525  0.43133100  0.323919951  0.17189396
## DAVIDSON     -0.81372728 -0.749258894  0.17983541  0.248139727  0.23352823
## DAVIE        -0.77809729 -0.714473258  0.63308927  0.736209011  0.85295311
## DUPLIN       -0.76229151 -0.679845863  0.80119539  0.884907376  0.74895777
## DURHAM       -0.71219521 -0.646814433  1.57878903  1.468819393  1.67929722
## EDGECOMBE    -0.65861629 -0.612137892 -0.96064010 -0.887638830 -1.14745298
## FORSYTH      -0.58092684 -0.577995121  0.19282213  0.202303876  0.02124225
## FRANKLIN     -0.50779160 -0.542548503  2.04795261  2.044113938  2.27651603
## GASTON       -0.45340899 -0.508588036 -0.61782466 -0.543934434 -0.74463599
## GRAHAM       -0.39956217 -0.424376405 -1.15103481 -1.079249940 -1.25774643
## GRANVILLE    -0.38884639 -0.389057471  1.10154925  0.990568906  1.31590536
## HALIFAX      -0.20319540 -0.286382801 -1.31240346 -1.275955627 -1.45730260
## HARNETT      -0.17319120 -0.266740218  1.97093175  1.953445006  1.69828195
## HAYWOOD      -0.14399069 -0.217625549 -0.59710471 -0.517809460 -0.36815918
## IREDELL      -0.03576126 -0.060187717  0.22585625  0.316367651  0.17116760
## JOHNSTON      0.03067661  0.008371874  2.37685845  2.468148322  2.33210651
## LEE           0.06684239  0.077099762  0.47328248  0.535089609  0.33317512
## LENOIR        0.08934554  0.111215472 -0.71826157 -0.672304439 -0.81807442
## LINCOLN       0.11533132  0.146700454  0.48445491  0.574076436  0.66928918
## MACON         0.13703079  0.196655951 -0.02354282  0.007790672  0.15908142
## MADISON       0.15283657  0.231107520 -0.68511620 -0.587452585 -0.45020897
## MARTIN        0.16462393  0.249024004 -0.36666102 -0.434320451 -0.30903946
## MCDOWELL      0.17453603  0.300013523 -1.06860292 -0.973482525 -1.09646682
## MONTGOMERY    0.49091960  0.403201051 -0.64502473 -0.664924880 -0.74059618
## MOORE         0.51208328  0.437487977  0.62742044  0.707469983  0.93235393
## NASH          0.54476642  0.455751552 -0.04965775 -0.007162906 -0.11206474
## NORTHAMPTON   0.63236797  0.540325920 -1.59582515 -1.600315460 -1.60283954
## ORANGE        0.70978952  0.593574368  1.29466131  1.003413274  0.80312107
## PERSON        0.78131739  0.781503476  0.14200151  0.211149358  0.26760210
## PITT          0.81400053  0.800119388  1.12439863  1.059485848  0.45627675
## POLK          0.84293315  0.850407796  0.70677276  0.772419211  1.43005726
## RANDOLPH      0.86918683  0.869542064  0.58238140  0.661677521  0.61626910
## RICHMOND      0.90320945  0.920183546 -1.05584760 -1.045707060 -1.30387892
## ROBESON       0.93776785  0.954472307  0.15561782  0.169539503 -0.21387511
## ROWAN         1.02349414  1.007705238  0.06428816  0.066200648  0.00796831
## RUTHERFORD    1.06260676  1.057826914 -0.53732134 -0.479209716 -0.50763386
## SAMPSON       1.08859254  1.092450254 -0.14831836 -0.074407857 -0.35056616
## SCOTLAND      1.10788095  1.110363062 -0.45970373 -0.619844736 -0.67600929
## STANLY        1.12743726  1.160672620 -0.39370675 -0.389177718 -0.43450035
## STOKES        1.14806514  1.180305204  0.05155648  0.132961576  0.31514744
## SURRY         1.17217566  1.229578136 -0.70533078 -0.630655646 -0.76158487
## TRANSYLVANIA  1.20110828  1.298996943 -0.35874234 -0.352403870 -0.01665108
## UNION         1.23807774  1.351714989  2.15766659  2.233343170  1.82002536
## VANCE         1.27451141  1.402361508 -0.33704267 -0.277038473 -0.53098084
## WAKE          1.40524400  1.421253533  2.44784241  2.463992051  2.43641174
## WASHINGTON    1.53919131  1.505543327 -1.90919578 -1.836381264 -2.19656356
## WATAUGA       1.55151447  1.539486693  0.82632468  0.421083627 -0.08898791
## WAYNE         1.57991130  1.558096930  0.55622758  0.563922201  0.36681955
## WILKES        1.61420181  1.609084933 -0.50153277 -0.433054427 -0.44163135
## WILSON        1.64313443  1.627004518  0.04579453  0.096185685 -0.06459216
## YANCEY        1.67635337  1.712438555 -0.30469348 -0.210186943 -0.04271315
##                  acstothh    acstothu     minorpop    minorpct    lowincome
## ALAMANCE     -0.045717388 -0.69541681  0.120161568  0.27124268 -0.034519893
## ALEXANDER    -0.004650632 -0.23633285 -0.955061509 -1.02232047  0.246816101
## ALLEGHANY    -1.191069112  0.17049644 -1.218513590 -1.06940586 -0.619876901
## ANSON        -0.604288283 -0.74433419  0.960542362  1.35042427  0.236003797
## ASHE         -0.301975983  0.59041188 -1.359209540 -1.34327509 -0.844763295
## AVERY        -1.358230537  1.16838805 -1.189344421 -1.24395991 -1.294293330
## BEAUFORT     -0.170459829  0.16381607 -0.029632812  0.37585340  0.154602322
## BUNCOMBE      1.041081256  0.50230322 -0.712515308 -0.85022502 -0.100024785
## BURKE         0.215584722 -0.06122462 -0.666965925 -0.87147401  0.651532813
## CABARRUS      1.664577534  0.78886383  0.863996433  0.11021583  0.368679492
## CALDWELL     -0.393993892 -0.73122251 -1.095136731 -1.01433960 -0.148879668
## CATAWBA       0.599126287  0.04027293 -0.254691480 -0.44791069  0.257321089
## CHATHAM       2.052893509  1.28097260  0.351139560 -0.27565072  0.213928385
## CHEROKEE     -0.049651671  1.00656586 -1.270282007 -1.33002532 -0.165221309
## CHOWAN       -1.225115048 -1.36097846 -0.221452013  0.06192854 -1.048398396
## CLEVELAND    -0.789107423 -1.05192106 -0.463994337 -0.16214476  0.072704390
## CRAVEN        0.560750423  0.10909092  0.283301687  0.29283441 -0.157019725
## DAVIDSON      0.286787863 -0.20315376 -0.617274827 -0.56446695  0.173749241
## DAVIE         0.572172079  0.18065783 -0.761329917 -0.92297671 -0.417564595
## DUPLIN        0.577733518  0.30424192  1.319550156  0.87367883  3.058865136
## DURHAM        1.983265372  1.07600642  2.462425895  1.30443852  0.692875562
## EDGECOMBE    -0.994474282 -1.29671687  0.904280904  1.85644844  0.131149282
## FORSYTH       0.265046123 -0.31236334  0.672261133  0.65339469  0.007756527
## FRANKLIN      2.136694101  1.50453631  1.142572890  0.54832511  1.737118944
## GASTON       -0.856112465 -1.29831725 -0.472815265 -0.14115648 -0.732783714
## GRAHAM       -1.364044429  0.24214116 -1.177029454 -1.04023225 -0.398680352
## GRANVILLE     0.717857657  0.24235838  1.073698639  0.73281041  0.272361810
## HALIFAX      -1.338343086 -1.45332033  0.551201604  1.68205646 -0.333797707
## HARNETT       1.410681302  0.85183798  1.243964525  0.38787373  2.332012510
## HAYWOOD      -0.199856481  0.14019028 -1.361679318 -1.38570852 -1.168790021
## IREDELL       0.086710537 -0.46563957 -0.371758580 -0.39197192 -0.867200609
## JOHNSTON      1.920930731  1.11157857  0.905767276  0.12301414  2.024817797
## LEE           0.130025975 -0.39015937  0.759706324  0.66685225  0.862443873
## LENOIR       -0.679601955 -0.91144313  0.522778958  1.34744260  0.156420387
## LINCOLN       0.576231233 -0.08863151 -0.810768910 -0.91745542  0.092908099
## MACON         0.059933019 -0.21055549 -1.030015476 -1.03682221  0.433000878
## MADISON      -0.098276955  1.35867704 -1.211255465 -1.18642214 -0.854612131
## MARTIN       -0.372511473 -0.25400047 -1.399370580 -1.46361493 -0.546614040
## MCDOWELL     -1.025781587 -1.14367083  0.202651983  1.12970376 -0.773130348
## MONTGOMERY   -0.837815076  0.14363955 -0.047350080  0.19422231 -0.231860480
## MOORE         0.941187168  0.70151462 -0.311949201 -0.40656690 -0.611590931
## NASH         -0.062382993 -0.40080439  0.888378198  1.12921981 -0.404628922
## NORTHAMPTON  -1.523181721 -1.29873366  0.333538609  1.50051012 -1.141504582
## ORANGE        1.083174479  0.34340850  0.410254812 -0.07709619 -0.392955265
## PERSON        0.281083893 -0.05923330  0.138553463  0.19606277  0.027414680
## PITT          1.253352401  0.70258550  1.316751300  0.74856524  1.893935774
## POLK          1.535854728  1.77632808 -0.812357168 -1.00233175 -0.059020332
## RANDOLPH      0.670940896  0.03718190 -0.453221843 -0.60241898  0.867803909
## RICHMOND     -1.014437407 -1.36123277  0.002749816  0.56514931 -0.271600925
## ROBESON      -0.422193828 -0.79437698  2.365243493  2.30299700  2.173821910
## ROWAN        -0.134512976 -0.45081546 -0.213508366 -0.15970339 -0.016113995
## RUTHERFORD   -0.555303509 -0.40425325 -0.923461706 -0.81351842 -0.197217757
## SAMPSON      -0.416532624 -0.72108224  0.784717373  1.02030101  0.979850371
## SCOTLAND     -0.732620457 -1.04830336  0.955989119  1.43281943  0.620457947
## STANLY       -0.479597400 -0.80956727 -0.771015224 -0.61884388 -0.694315530
## STOKES        0.425747915 -0.01121313 -1.217809690 -1.25080118 -0.517688844
## SURRY        -0.685225438 -0.97671869 -0.991549737 -0.91521633 -0.350850602
## TRANSYLVANIA -0.062409013  0.45258862 -1.217028466 -1.30195856 -0.450718831
## UNION         1.331549171  0.38893456  0.478454236 -0.21901075 -0.303753082
## VANCE        -0.520693662 -0.74853595  1.213919632  1.91320111  0.916134717
## WAKE          2.418050106  1.45224702  1.587815158  0.30972769 -0.227758754
## WASHINGTON   -1.979682802 -1.99330561 -0.069996049  1.00415660 -1.443295131
## WATAUGA       0.712998538  2.53023389 -1.175050392 -1.32329911  1.127894699
## WAYNE         0.589761747  0.02569249  1.057404073  0.93261749  1.438958685
## WILKES       -0.315429619 -0.59496976 -1.106705291 -1.06754475 -0.036610107
## WILSON        0.100172410 -0.43552148  1.115019933  1.41217198  0.669471759
## YANCEY       -0.024653676  1.00857737 -1.322432180 -1.35650881  0.480623357
##                lowincpct      lesshs   lesshspct       under5    under5pct
## ALAMANCE      0.17789063 -0.35102045  0.07527144  0.116257896  0.448117199
## ALEXANDER    -0.22295738  1.25685725  0.84509107 -0.104741920 -0.038136266
## ALLEGHANY     1.14403565  0.53354946  1.71177900 -1.269052817 -0.979503099
## ANSON         0.92267341  0.78071878  0.76480775 -0.526234620 -0.242456264
## ASHE         -0.22382165 -0.19340220  0.08240277 -0.837698896 -0.724417483
## AVERY         0.73046100 -0.18260724  0.01184513 -1.265913684 -1.244566709
## BEAUFORT      0.86149136 -0.79960649 -0.58273040 -0.443740237 -0.251617541
## BUNCOMBE     -0.66856823 -1.05481259 -1.46712504  0.143610170  0.055155763
## BURKE         0.06043337  1.40543911  0.93183944 -0.177118163 -0.365394293
## CABARRUS     -1.04866566 -0.27404023 -0.74331642  1.900474441  1.299267405
## CALDWELL      0.44375661  0.94369618  1.08651309 -0.403438149  0.026243700
## CATAWBA      -0.55301076  0.37921822 -0.06903556  0.465848299  0.489787935
## CHATHAM      -1.31178262  0.46333733 -0.60747462  0.634306911 -0.081663978
## CHEROKEE      0.11879521 -0.34243640 -0.20276077 -0.824755465 -1.314253810
## CHOWAN       -0.60980421 -0.78792529 -0.43463445 -1.030584162 -1.280425926
## CLEVELAND     0.75571322 -0.35097347  0.26921687 -0.297451324  0.425316728
## CRAVEN       -0.34428023 -0.68727157 -0.51981057  0.822164287  1.204276589
## DAVIDSON      0.12314493  0.57189105  0.52965188  0.132683288  0.136879180
## DAVIE        -1.47940801  0.15041860 -0.44046982  0.003263981 -0.789306024
## DUPLIN        1.50971699  3.62031289  2.10941149  0.984780109  0.961669763
## DURHAM       -0.78839373  0.14389851 -0.53874396  1.789083889  1.115073593
## EDGECOMBE     1.58175778  0.12866146  1.04599020 -0.399367376  0.742069381
## FORSYTH      -0.25413396 -0.91259827 -0.76973507  0.469177767  0.881269094
## FRANKLIN     -0.15958956  2.02564052  0.34802008  1.365849958  0.419133161
## GASTON        0.05429053 -0.51013437  0.23303288 -0.145240767  0.680618471
## GRAHAM        1.44097711 -0.21717844  1.10055639 -1.121698182 -0.638509476
## GRANVILLE    -0.63815453  1.22429018  0.46997724  0.372252545 -0.536723848
## HALIFAX       1.69819267  0.19089726  1.68050759 -0.837409242 -0.169461133
## HARNETT       0.04891611  0.83099661 -0.24943270  2.652412510  1.611051823
## HAYWOOD      -0.73790776 -0.98024994 -0.73719001 -0.633532093 -0.579926044
## IREDELL      -1.12980496 -0.88262031 -0.77649631  0.217445764  0.470213574
## JOHNSTON      0.11770742  1.29665349  0.24690962  2.193420604  1.255240117
## LEE           0.29836039  0.65356074  0.58886093  0.836931690  1.356506129
## LENOIR        1.49735920  0.31389399  1.31219773 -0.305326941  0.805682585
## LINCOLN      -0.34259020  0.34233384 -0.10813642  0.102061755  0.319086630
## MACON         0.35010450  0.42120078  0.23616948 -0.504605226 -1.049134527
## MADISON      -0.27698514 -1.15382169 -0.86568617 -0.618539872 -0.058611847
## MARTIN       -0.10479814 -0.32690442 -0.13346162 -0.630146753 -0.636058631
## MCDOWELL      0.53863908 -0.50849267  0.21299746 -0.663806709  0.062793941
## MONTGOMERY    0.68331823  0.62209545  1.08344804 -0.336914721 -0.179469680
## MOORE        -1.11429612 -0.87869870 -1.01866005  0.485803990  0.498347718
## NASH         -0.19330615 -0.18494282  0.08205787  0.070962456  0.223333288
## NORTHAMPTON   0.84269264 -0.30162508  0.80501010 -1.204054281 -0.400439297
## ORANGE       -1.34431681 -1.60006642 -1.89397039  0.284924303 -0.740266279
## PERSON       -0.19955874 -0.15034850 -0.16784183  0.001714016 -0.021675569
## PITT          0.74443608 -0.84071257 -1.02113372  0.962655914  0.408324930
## POLK         -1.17554551 -0.80538983 -1.54328716 -0.735769374 -1.788216453
## RANDOLPH      0.08316632  1.44999920  0.80156044  0.488243755  0.583013476
## RICHMOND      1.36476780 -0.13733107  0.87239766 -0.369161777  1.170084506
## ROBESON       2.06725865  1.69202618  1.70586736  0.765475222  1.791450202
## ROWAN        -0.21983786 -0.06526985 -0.14880274  0.150700022  0.323153903
## RUTHERFORD    0.31977974  0.13593339  0.39830282 -0.451400779 -0.372412663
## SAMPSON       1.14091382  1.39554287  1.33827195  0.382566549  1.106382564
## SCOTLAND      1.97572383  0.57233641  0.94709434  0.078517841  1.126506850
## STANLY       -0.19222530 -0.35271845 -0.13092456 -0.142304480  0.366634347
## STOKES       -0.76413705  0.61204543  0.36557340 -0.421784510 -0.655457606
## SURRY         0.23632611  0.80446795  1.26868034 -0.528379977 -0.008411926
## TRANSYLVANIA -0.09833982 -0.88755905 -0.90053392 -0.739019301 -0.668554598
## UNION        -1.87187192 -0.25083027 -0.92965167  1.622951772  0.590676094
## VANCE         1.80639633  0.69387965  1.36706902  0.150081886  1.896193325
## WAKE         -2.08090712 -1.00907524 -1.80171308  2.169986608  0.737457622
## WASHINGTON    0.49168724 -0.97894726  0.50369972 -1.194009053 -0.324812114
## WATAUGA       0.13165348 -1.16141336 -1.31367159 -0.697504107 -1.164065534
## WAYNE         0.83400627  0.50763427  0.31583805  1.041073939  1.200766903
## WILKES        0.39784540  1.09720771  1.34257468 -0.484053345 -0.402847872
## WILSON        1.21213664  1.08012965  1.58412219  0.279094132  0.353859319
## YANCEY        0.65628652  0.16322035 -0.03474699 -0.507024526 -0.512381654
##                   over64    over64pct      pre1960  pre1960pct    vuleopct
## ALAMANCE     -0.57693568 -0.387079416  0.753607834  1.08600530  0.27465005
## ALEXANDER     0.44401856  0.083642503 -0.859432490 -0.81346064 -0.88866273
## ALLEGHANY    -0.21923340  1.421675921 -0.459710838 -0.91869039 -0.47872837
## ANSON        -0.64589754 -0.193745631  1.172398991  1.22529375  1.37950639
## ASHE          0.39117349  1.152808829  0.404499940 -0.34555988 -1.14502447
## AVERY        -0.60231378  1.073685441  0.212553796 -0.02860155 -0.75338794
## BEAUFORT      0.66307527  0.900639849  0.470206474  0.23857495  0.58190062
## BUNCOMBE      0.74114293 -0.134335044  1.821167608  0.92443596 -0.89722986
## BURKE         0.46209394  0.235940277  1.021957641  0.42956387 -0.67553596
## CABARRUS      0.09402601 -1.175483751  0.725972035  0.67819760 -0.25535629
## CALDWELL     -0.30531672  0.002335771  0.494447836  0.84729717 -0.66403793
## CATAWBA       0.21701801 -0.462759289  0.225460865  0.05162252 -0.53840772
## CHATHAM       3.22625443  0.623349831 -0.498654181 -0.88972446 -0.64936075
## CHEROKEE      1.69819934  2.238237703 -0.861711090 -1.24886085 -1.02229303
## CHOWAN       -0.50382859  0.217087413  0.294298566  0.01731916 -0.15021632
## CLEVELAND    -0.68458786 -0.110456660 -0.304766048  0.18998423  0.11802233
## CRAVEN        0.35198007 -0.192899385 -0.572495057 -0.06176704  0.12093823
## DAVIDSON     -0.01550347 -0.316848901 -0.004619977  0.02592679 -0.41005602
## DAVIE         1.05011626  0.181737719  0.239429881 -0.11819108 -1.22071447
## DUPLIN        0.53340253 -0.313817701  0.714633220 -0.10719335  1.19130339
## DURHAM       -0.42370581 -1.329934026  0.540953276  0.20165572  0.78267677
## EDGECOMBE    -0.97717251  0.068713502  0.499954322  1.35318432  1.99900541
## FORSYTH      -0.57960082 -0.803741864  0.420981216  0.57130420  0.43812756
## FRANKLIN      1.29019480 -0.391199843 -0.097012981 -0.96220529  0.38524639
## GASTON       -1.19173269 -0.653603615 -0.223852405  0.88155457 -0.09485129
## GRAHAM       -0.31676499  0.857460353 -0.866078406 -0.82304931 -0.35824424
## GRANVILLE     0.47818243 -0.338332927 -0.059596473  0.32911082  0.37577675
## HALIFAX      -1.14325676  0.414723461  0.516975853  2.00025920  1.89798036
## HARNETT      -0.25249980 -1.251020465 -0.207740482 -0.55643916  0.32548460
## HAYWOOD       0.56979600  0.942622392  1.420116773  1.26071737 -1.34717316
## IREDELL      -0.55146861 -0.846275898 -0.928455077 -0.40887381 -0.68259684
## JOHNSTON      0.34582474 -1.087655444 -0.339152192 -0.46850146  0.13668180
## LEE          -0.18700016 -0.806714237 -0.391991074 -0.18562105  0.62973080
## LENOIR       -0.57202304 -0.038263300  1.218731372  1.79316932  1.56525797
## LINCOLN       0.11514794 -0.542223685 -0.795419025 -0.38627670 -0.84415775
## MACON         0.25367463  0.261857474  0.634912491  0.27748802 -0.71263423
## MADISON       1.24967407  1.994479733  0.650899442 -0.51982608 -1.03728055
## MARTIN        0.19926246  0.551970094  0.898412350  0.57070756 -1.20207572
## MCDOWELL     -0.46730942  0.933803966  1.154090241  1.55193419  1.07768255
## MONTGOMERY   -0.47659815  0.259318622  0.955506812  0.76045248  0.37865613
## MOORE         2.12199341  0.850902341 -0.499293788 -0.52379843 -0.68916466
## NASH         -0.28532325 -0.186612820 -0.024214637  0.22563818  0.83768504
## NORTHAMPTON  -0.74063806  1.486546863  0.478450862  1.56822379  1.47307210
## ORANGE       -0.38034719 -1.438749193 -0.877934721 -0.96903365 -0.50159129
## PERSON        0.15988183  0.223724608  0.802251055  0.58149124  0.09110380
## PITT         -0.64667583 -1.344737342 -1.150855916 -0.57599773  0.84095526
## POLK          3.80465584  2.525389330  3.122800509  0.39553413 -1.18455600
## RANDOLPH      0.21837810 -0.461104463  0.036869774 -0.24838321 -0.45342416
## RICHMOND     -1.31439485 -0.540748154 -0.091618442  0.94258233  0.89768722
## ROBESON      -0.86097648 -1.080721635 -0.535111778  0.02223687  2.51422612
## ROWAN        -0.30400643 -0.427537177  1.577780530  1.46966838 -0.19938859
## RUTHERFORD   -0.05945730  0.562138868  1.209594596  1.02124196 -0.54439490
## SAMPSON      -0.43560768 -0.393000118 -0.170029447  0.11142122  1.18755595
## SCOTLAND     -0.77379414 -0.370266611 -0.145218027  0.74179377  1.78997587
## STANLY       -0.38788615 -0.130145249  1.889318458  2.31334672 -0.55668190
## STOKES        0.41316087  0.313494512 -0.336506076 -0.60577143 -1.24812165
## SURRY        -0.45151913  0.175847563  0.376482642  0.46659104 -0.65285579
## TRANSYLVANIA  1.97170457  2.133278268  0.627338719  0.34765533 -1.07098137
## UNION        -0.05573142 -1.484904941 -1.864088547 -1.54742019 -0.78752185
## VANCE        -0.54557487 -0.459350915  0.246931308  1.00550675  2.11782467
## WAKE         -0.29271076 -1.587081331 -1.913419298 -1.64493747 -0.43408964
## WASHINGTON   -1.35806624  0.651836733 -0.913663166  0.04659220  0.96214246
## WATAUGA      -0.05950791 -0.380793917  0.305618062 -0.98611117 -1.01271710
## WAYNE        -0.17192377 -0.689346065 -0.082976806  0.09548443  1.01712623
## WILKES       -0.06331158  0.335312802 -0.098738411  0.19007442 -0.72151812
## WILSON       -0.27886488 -0.415969486  0.655643072  1.12199259  1.52353219
## YANCEY        1.12070643  1.259957975  1.420627998  0.17930754 -0.86746883
##                     vuleo       dispeo        dslpm       cancer        resp
## ALAMANCE      0.080447130  0.193585344  1.427111706  0.898839431  0.76080740
## ALEXANDER    -0.633244857 -0.948309043 -0.367197250  0.141179842 -0.08669581
## ALLEGHANY    -1.165745323 -0.310775143 -1.283832360 -1.678317540 -1.75833081
## ANSON         0.820433059  1.282323494 -0.282855853  1.018398893  1.20624270
## ASHE         -1.342834763 -1.031698216 -1.364120287 -1.852683485 -1.89987560
## AVERY        -1.212455255 -0.589539101 -1.396673804 -1.950676927 -2.07571201
## BEAUFORT     -0.008097535  0.253075960 -0.581241718 -0.709846077 -0.53673513
## BUNCOMBE     -0.587455876 -1.138896587  0.624226258 -0.577553838 -0.66179003
## BURKE        -0.287543316 -0.536480851  0.226686522  0.441363560  0.35567891
## CABARRUS      0.745983187 -0.686137388  2.858073048  1.593379224  1.61434041
## CALDWELL     -0.917124884 -0.759311841  0.042430542  0.240274755  0.13257468
## CATAWBA      -0.129931315 -0.587305885  0.910484497  1.138463725  0.75831649
## CHATHAM       0.302984157 -0.868915202  0.113756296  0.713524020  0.75282291
## CHEROKEE     -1.053661006 -0.918629106 -1.117269827 -0.855647667 -0.92117525
## CHOWAN       -0.532619818  0.404403843 -0.695655657 -1.119249399 -1.02716377
## CLEVELAND    -0.365333826  0.031094982  0.883766405  1.215698297  0.99017886
## CRAVEN        0.144681107 -0.169260832 -0.563335489 -0.296132292  0.30171274
## DAVIDSON     -0.433895764 -0.659765869  1.342495806  1.075267238  0.93937745
## DAVIE        -0.760305970 -1.408021108  0.748110537  0.702268684  0.60993720
## DUPLIN        1.968650760  1.712189887 -0.607006316 -0.210086908 -0.05782207
## DURHAM        2.164870580  1.330026138  2.773027295  1.885425374  1.26274715
## EDGECOMBE     0.702545528  1.598681119  0.100564184 -0.071218017 -0.13271440
## FORSYTH       0.493426071  0.435477498  1.510368773  1.114364796  0.67671568
## FRANKLIN      1.438967158  0.092898431 -0.058244146  0.426158735  0.41406704
## GASTON       -0.626000493 -0.256797433  2.167493284  1.923818005  1.56387262
## GRAHAM       -1.058974853 -0.350513983 -1.457222144 -1.494507384 -1.40703522
## GRANVILLE     0.959687997  0.271354109  0.309798577  0.881822677  0.71763173
## HALIFAX       0.309094442  1.408321832  0.257032844  0.200856319  0.28399264
## HARNETT       1.717125772  0.485537212  0.132442212  0.822427799  1.06043561
## HAYWOOD      -1.454712957 -1.261186890 -0.891491115 -1.579214353 -1.53538704
## IREDELL      -0.599066426 -0.893141353  1.650924675  1.027109915  1.07999187
## JOHNSTON      1.319213038 -0.310464151  0.763434086  0.421325946  0.60230185
## LEE           0.844328015  0.631604494  0.440639595  0.895744900  2.23422824
## LENOIR        0.433747966  1.086188380 -0.130676811 -0.272434401 -0.04077304
## LINCOLN      -0.622377025 -1.125821222  0.854504858  1.056736274  0.90988302
## MACON        -0.656180686 -0.763631148 -0.271178249 -0.486881692 -0.57963583
## MADISON      -1.245687888 -0.942259666 -1.185196244 -1.233166160 -1.22286731
## MARTIN       -1.246599067 -1.195660162 -0.989810444 -1.266021669 -1.29468034
## MCDOWELL     -0.134013739  0.686893112 -0.563434025 -0.696894284 -0.63372792
## MONTGOMERY   -0.040723883  0.462507356 -0.403899476  0.944317563  1.28931364
## MOORE        -0.469652669 -1.057019138 -0.239329655  1.074387365  1.06640917
## NASH          0.529275674  0.670335076  0.717760396  0.200362909  0.18284293
## NORTHAMPTON  -0.092174709  1.154494446 -0.438298190 -0.138225828 -0.14346623
## ORANGE        0.303513936 -0.663926275  1.764163393  1.192612399  1.01402577
## PERSON        0.089452599 -0.005865324 -0.076368245  0.306672776  0.18643023
## PITT          1.650272634  1.076550306  0.481525182 -0.221933497 -0.10271950
## POLK         -0.671641552 -1.360697253 -0.099910059  0.006963312 -0.14796936
## RANDOLPH     -0.093045586 -0.572351659  0.740760329  0.872487309  0.70155712
## RICHMOND     -0.092453685  0.726333975 -0.009447269  1.050826375  1.31373187
## ROBESON       2.518721384  2.879467567  0.227073774  0.469732388  0.75966061
## ROWAN        -0.166485497 -0.249416319  1.883033198  1.303015051  1.22170229
## RUTHERFORD   -0.791523516 -0.517913696  0.174796782  0.792868333  0.66953062
## SAMPSON       0.891638180  1.180505215 -0.487253764  0.073985138  0.17791298
## SCOTLAND      0.993085849  1.548161653 -0.081688323  1.012707489  1.31171325
## STANLY       -0.820209155 -0.665898907  0.616096666  1.761648095  1.30051548
## STOKES       -1.132745971 -1.391283562 -0.321434821 -0.044866576 -0.29169169
## SURRY        -0.899868504 -0.513965207 -0.183718213 -0.427620552 -0.49050670
## TRANSYLVANIA -1.083365586 -1.007330798 -1.251580275 -1.200489586 -1.34862242
## UNION         0.250374901 -1.411042429  1.671739718  1.335046559  1.40620958
## VANCE         1.204650412  1.703199117  0.362693120  0.593430810  0.44609475
## WAKE          1.130094442 -0.592168284  2.835262498  1.287363271  1.24771389
## WASHINGTON   -0.564807336  0.839317833 -0.860215637 -1.064960597 -0.90076752
## WATAUGA      -0.214131670 -0.909985770 -0.973118903 -1.658493819 -1.76857384
## WAYNE         1.267881661  1.070837928  0.081980079  0.304580447  0.25703870
## WILKES       -0.885151406 -0.657890352 -0.631947718 -0.456320416 -0.47359508
## WILSON        1.063820179  1.231979870  0.711353659  0.276955953  0.17167410
## YANCEY       -0.895680754 -0.826400317 -1.321896794 -1.724713855 -1.77389273
##                     pnpl          prmp       ptsdf       ozone        pm25
## ALAMANCE     -0.57686169  0.7600787422  0.77831698  0.71453588  0.73622593
## ALEXANDER    -0.29627482 -0.8760752175 -0.62613322  0.57487102  0.90384017
## ALLEGHANY    -0.13251605 -1.0990870365 -0.74560167  0.15993844 -1.13357236
## ANSON        -0.19012161 -1.0606373585 -0.46837459  0.04985865  0.02786616
## ASHE          0.17469551 -1.1860346492 -0.48435673  0.42264494 -1.45230383
## AVERY        -0.60709654 -1.1775084938 -0.73946093  0.37447457 -1.49266263
## BEAUFORT      1.42286160 -0.3441695268 -0.40811939 -1.37933892 -1.08503985
## BUNCOMBE      1.61396042 -0.2472810412  1.34051840  0.50270937 -0.79187607
## BURKE        -0.57653627  1.3836509227  0.07732765  0.34088032  0.54872663
## CABARRUS      2.27373879  0.5098766438  0.17274455  2.06021829  1.48121302
## CALDWELL     -0.55459419  2.2309275883  1.32967496  0.40137851  0.36095621
## CATAWBA      -0.20863630  1.8668387694  1.44852586  1.01196557  1.53146632
## CHATHAM      -0.39697945  0.4651986967 -0.60270302  0.38069901  0.82084078
## CHEROKEE     -0.67769149 -0.8005601342 -0.59005197 -1.00717772 -0.74936180
## CHOWAN       -0.66831355 -1.0935579317 -0.71940783 -1.22594344 -1.26717552
## CLEVELAND     0.68746495  0.4538352972  0.09111301  0.87392943  1.60404348
## CRAVEN        0.70058516  0.5776341230 -0.26326557 -1.87380370 -1.22717162
## DAVIDSON     -0.45249677  0.7954716368  0.44396511  1.84095619  0.92621970
## DAVIE        -0.26660716 -0.4322777326 -0.33631387  1.61337413  0.97236727
## DUPLIN       -0.57103320 -0.4599372577 -0.64944691 -1.50207248 -0.24605322
## DURHAM        0.20985805  0.8537537227  2.90049958  0.65494904  1.68797344
## EDGECOMBE    -0.61708797  1.3611933615 -0.16425623 -0.45176556  0.01753294
## FORSYTH      -0.45223085  0.7080517894  3.29007914  1.77402594  0.77842857
## FRANKLIN     -0.42280564 -0.6768527900 -0.41895257  0.18114282  0.82304144
## GASTON        3.97196114  3.5192904026  1.67113736  1.29582615  1.97543469
## GRAHAM       -0.61790001 -1.0549596216 -0.70597139 -0.43345993 -1.06142395
## GRANVILLE     3.63056452 -0.2639752254  0.38751093  0.44404133  1.00047850
## HALIFAX      -0.66186133  0.8231232715 -0.23361209 -0.65764499 -0.04029559
## HARNETT      -0.38335226 -0.1412771668 -0.56467623  0.16748599  1.08248324
## HAYWOOD       2.95673121  1.2178619148 -0.46307164  0.54047227 -1.19607514
## IREDELL       1.57059705  1.5845088685  0.34149208  1.55920971  1.48673219
## JOHNSTON     -0.48227339  0.5273213592 -0.46638472 -0.11218785  1.01952765
## LEE          -0.49436192  0.1556513895  0.63014088  0.19857789  0.79615430
## LENOIR       -0.58365445  0.5062667322 -0.45540658 -0.91730456 -0.24209059
## LINCOLN      -0.26022908  1.0464324370  0.22904150  1.28673075  1.76404040
## MACON        -0.44362471 -0.3000954873 -0.22602015  0.24817656 -0.49184880
## MADISON      -0.51045726 -0.1518041032 -0.75008263 -2.06327138 -1.16205162
## MARTIN       -0.36144890 -0.8119637487 -0.41048697  0.88516151 -1.06301655
## MCDOWELL     -0.38587510 -0.5508956423 -0.75775677 -0.95970692 -0.74986489
## MONTGOMERY   -0.49068329 -0.0007700371 -0.61251920  0.24091791 -0.46721336
## MOORE         2.44009240 -0.5300262646 -0.51091746  0.12021739  0.05590875
## NASH         -0.63421864  0.7945993986  0.30810164 -0.26318083  0.37210295
## NORTHAMPTON  -0.66772256 -0.2941134921 -0.59905383 -0.84890182 -0.27559960
## ORANGE       -0.25643367 -0.6738240723  1.67729917  0.52719711  1.29013338
## PERSON        1.83651016 -0.0083302524 -0.40086149  0.39533710  0.64970714
## PITT         -0.31731781 -0.0724068497  1.23908027 -0.63779280 -0.31802045
## POLK         -0.06113608 -1.0054798827 -0.71799231  0.30557541  0.36364253
## RANDOLPH     -0.61340370  0.1877666581  0.57764927  1.10220206  0.41645549
## RICHMOND      0.74144204  0.5216467641 -0.34712352 -0.08354454 -0.10238963
## ROBESON      -0.49219584  1.1225145097 -0.35105459 -0.58761114  0.41582973
## ROWAN         0.90628586  1.0161704153  0.41923161  1.88286674  1.23940433
## RUTHERFORD   -0.40305503  0.6793399649 -0.04416178  0.49904003  0.86476888
## SAMPSON      -0.48994269  0.2118518872 -0.45890083 -0.75828633  0.40961828
## SCOTLAND     -0.39877769  0.0336010080 -0.39881048 -0.06795602  0.33271393
## STANLY       -0.39312541  0.0670822711 -0.52892379  0.96231776  0.34948871
## STOKES       -0.48921930 -0.8969114006 -0.33667519  0.91178746 -0.03230704
## SURRY        -0.37368820  0.5864631443 -0.55118498  0.40382969 -0.32250175
## TRANSYLVANIA -0.32183194 -0.3886707238  0.31142535 -0.41722056 -1.15153171
## UNION        -0.12096644  0.2263286766  0.66611301  0.87403365  1.24137536
## VANCE        -0.07756038  0.2502638641  0.06680041  0.05577599  0.61712154
## WAKE          0.99295694 -0.3185729767  2.18623378  0.61482826  1.72786021
## WASHINGTON   -0.57879973  0.0342476073 -0.73879812 -1.39632382 -1.29864285
## WATAUGA      -0.47584878 -1.1836198683 -0.17581308  0.43692845 -1.38719532
## WAYNE        -0.65382866 -0.4675997465 -0.02234455 -0.47651172  0.49630212
## WILKES       -0.31684422  1.7310747063 -0.33136439  0.19366935 -0.21070069
## WILSON       -0.63660855  2.9255496443  0.07110618 -0.19927714  0.42980898
## YANCEY       -0.43129531 -1.1187296011 -0.28995398  0.77760736 -1.44839560
##                d_dslpm_2   d_cancr_2     d_pnpl_2   d_ptsdf_2    d_ozone_2
## ALAMANCE      0.54159287  0.19251630 -0.008007687 -0.10238330  0.160894954
## ALEXANDER    -0.88944459 -1.02957767 -0.415339196 -0.43095457 -1.010831706
## ALLEGHANY    -0.24845211 -0.28301006 -0.216308922 -0.30602433 -0.351172683
## ANSON         1.05648189  1.46264399  0.599301308  0.14771799  1.241140885
## ASHE         -0.56343313 -0.77410219 -0.983085886 -0.51835721 -1.087915933
## AVERY        -0.37343724 -0.46063695 -0.163869198 -0.32468631 -0.636904313
## BEAUFORT      0.24022798  0.18968866  2.373085739  0.13288793  0.199953249
## BUNCOMBE     -1.23493874 -1.06575806 -2.421690496 -1.36926405 -1.201809087
## BURKE        -0.57428253 -0.61008212 -0.169638315 -0.47442223 -0.584562266
## CABARRUS     -1.17759274 -0.86490424  0.408752826 -0.63398339 -0.787775659
## CALDWELL     -0.74204379 -0.84654200 -0.239729123 -0.52680678 -0.812904337
## CATAWBA      -0.67746253 -0.69466923 -0.436638558  0.46710984 -0.658430253
## CHATHAM      -1.15066985 -1.07156429 -0.743231882 -0.62767241 -0.923864725
## CHEROKEE     -0.64735991 -0.86247680 -0.165601535 -0.45168285 -0.909564643
## CHOWAN        0.20841104  0.28136512  0.015522093 -0.24486084  0.338656142
## CLEVELAND     0.09943838  0.00573901  0.217493382 -0.10019157 -0.005311666
## CRAVEN       -0.15480516 -0.24550701 -0.702861497 -0.18765598 -0.188799884
## DAVIDSON     -0.72085222 -0.77017594 -0.251171604  0.05425464 -0.754338695
## DAVIE        -1.86895174 -1.61732468 -0.674577185 -0.78777491 -1.553303851
## DUPLIN        1.23896208  1.60547213  0.272157452 -0.13497093  1.554809272
## DURHAM        3.06946256  1.82494832  1.078053694  4.16705600  1.333531370
## EDGECOMBE     1.77581670  1.57395751  0.220347369  0.71257842  1.521766990
## FORSYTH       0.92843387  0.51747980  0.039294168  2.81933032  0.441013018
## FRANKLIN     -0.06264564  0.04743296 -0.006420478 -0.31642975  0.048507593
## GASTON       -0.30838172 -0.31308150  0.147934978  0.56173396 -0.312034038
## GRAHAM       -0.27924539 -0.32288730 -0.119542757 -0.31485127 -0.381135746
## GRANVILLE     0.40284162  0.31152759  4.954098794  0.64551831  0.235102495
## HALIFAX       1.28993909  1.38160926  0.156357452  0.04545381  1.321245791
## HARNETT       0.43604024  0.50147631  0.141941306 -0.18734435  0.447997767
## HAYWOOD      -0.87451921 -0.98115280 -3.420919015 -0.59169130 -1.328495074
## IREDELL      -1.37927828 -1.11526164  0.065408736 -0.34437669 -1.006162274
## JOHNSTON     -0.41571084 -0.39421022 -0.218371909 -0.21754718 -0.352971622
## LEE           0.80529919  0.68478907  0.117478735  1.61551355  0.597385646
## LENOIR        1.03048134  0.99624490  0.172517652  0.02474698  0.996208371
## LINCOLN      -1.42009203 -1.34548331 -0.604914789 -0.71467968 -1.241400811
## MACON        -0.66245232 -0.73647354 -0.296751090 -0.50574812 -0.810432860
## MADISON      -0.56469915 -0.79640974 -0.293203301 -0.33292317 -0.884668097
## MARTIN       -0.84959662 -1.00638914 -0.541592756 -0.72362417 -1.280783467
## MCDOWELL      0.44722931  0.55990244  0.146851578 -0.26039991  0.615490275
## MONTGOMERY    0.29313164  0.49106846  0.131473699 -0.21807359  0.418089889
## MOORE        -1.03159220 -1.32711636 -2.343944916 -0.44030498 -1.099432978
## NASH          0.89405934  0.65242108  0.059739072  0.56160012  0.620649938
## NORTHAMPTON   0.90062101  1.09795529  0.101458204 -0.12752146  1.065874166
## ORANGE       -0.96808355 -0.77968758 -0.319165158 -0.23923932 -0.717382688
## PERSON        0.13425522 -0.03468539  1.332880371  0.08026645 -0.044528371
## PITT          1.37050764  0.99768693  0.409280644  2.51548304  1.005463405
## POLK         -1.42621713 -1.41153041 -0.939772835 -0.38545696 -1.416101101
## RANDOLPH     -0.69912138 -0.67899710 -0.162951728 -0.40091110 -0.647945308
## RICHMOND      0.65063562  0.80234761  0.802873117  0.01864683  0.683003892
## ROBESON       2.89430189  3.03661251  0.784617404  0.46308202  2.765862652
## ROWAN        -0.16465185 -0.30572703  0.031684567  0.29330786 -0.307832142
## RUTHERFORD   -0.50495234 -0.60071417 -0.224509139 -0.44500690 -0.566213234
## SAMPSON       0.81555549  1.13475711  0.233738490  0.12828506  1.081550618
## SCOTLAND      1.42383162  1.77259883  0.493370782  0.26983792  1.500403113
## STANLY       -0.75275612 -0.80723374 -0.369806174 -0.46725858 -0.738796050
## STOKES       -1.30082267 -1.43040938 -0.458920322 -0.71808056 -1.486420505
## SURRY        -0.54514451 -0.52688394 -0.240492837 -0.37657394 -0.562207058
## TRANSYLVANIA -0.63390835 -0.86975344 -0.479801054 -0.82761975 -1.025143656
## UNION        -2.28689169 -1.79540417 -1.014788378 -1.60004477 -1.513654206
## VANCE         1.83984494  1.82430992  0.926559608  0.91617909  1.663449592
## WAKE         -0.83046270 -0.73760797 -0.903711230 -0.56225879 -0.649357675
## WASHINGTON    0.44710781  0.64899558  0.147536183 -0.22978926  0.741203318
## WATAUGA      -0.57226108 -0.70726460 -0.324668209 -0.33055758 -0.964442171
## WAYNE         1.13114419  1.12897770  0.102953937  0.82348811  0.999848001
## WILKES       -0.50362585 -0.64425974 -0.329245033 -0.30160279 -0.701845056
## WILSON        1.57153369  1.26321898  0.146729641  0.29705925  1.177465237
## YANCEY       -0.48331107 -0.64352599 -0.320864912 -0.58831231 -0.895621624
##                 d_pm25_2     arealand   areawater     npl_cnt     tsdf_cnt
## ALAMANCE      0.14707431 -0.834545757 -0.20707231 -0.43775435  0.318872389
## ALEXANDER    -1.06191144 -0.365374018 -0.20336850 -0.43775435 -0.628462442
## ALLEGHANY    -0.34379575  0.328343365 -0.20478671 -0.43775435 -1.240170076
## ANSON         1.20419473  0.769489687 -0.19384627 -0.43775435 -0.467486749
## ASHE         -0.96370154  0.196678409 -0.20402142  3.21361669  0.094464762
## AVERY        -0.57618873 -0.059067083 -0.21265574 -0.43775435 -1.240170076
## BEAUFORT      0.17341199  0.491319505  0.03255237  1.85739316 -0.820713413
## BUNCOMBE     -1.11314654 -0.800393197 -0.21188788  1.12711895  1.238437479
## BURKE        -0.61640781 -0.504724122 -0.20429134 -0.43775435  0.531672726
## CABARRUS     -0.81138560 -0.828204332 -0.21146970  0.41682185  0.633997994
## CALDWELL     -0.84302939 -0.578691532 -0.21047983 -0.43775435  2.074890649
## CATAWBA      -0.70799113 -0.802908679 -0.20322023 -0.43775435  2.314173228
## CHATHAM      -1.03232138  0.207055054 -0.16211760 -0.43775435 -0.401256749
## CHEROKEE     -0.92086591  0.353694045 -0.17850877 -0.43775435  0.158018802
## CHOWAN        0.29599979 -0.266054507  0.07314443 -0.43775435 -1.240170076
## CLEVELAND    -0.02087357 -0.683477080 -0.20999889  0.60549452  0.285126881
## CRAVEN       -0.20783794 -0.351610181 -0.14483740  0.81740444 -0.551998988
## DAVIDSON     -0.75494771 -0.743513588 -0.20455693 -0.43775435  0.391050281
## DAVIE        -1.55112952 -0.384238594 -0.20584725 -0.43775435 -0.065691419
## DUPLIN        1.61522210  0.504046521 -0.20276248 -0.43775435 -0.808376452
## DURHAM        1.44171445 -0.958696694 -0.20845764 -0.43775435  2.502041331
## EDGECOMBE     1.52665866 -0.370592730 -0.21135572 -0.43775435 -0.615447386
## FORSYTH       0.40070479 -0.971550595 -0.21213101 -0.43775435  1.599361656
## FRANKLIN      0.02668737  0.002826467 -0.20728634 -0.43775435  0.717294352
## GASTON       -0.35052231 -0.946516334 -0.21033481  1.41959046  0.796498115
## GRAHAM       -0.38065412  1.333910858 -0.13381958 -0.43775435  0.594952826
## GRANVILLE     0.22602618  0.018146839 -0.20185370  4.58288083  1.971295002
## HALIFAX       1.32278802 -0.143009532 -0.20493570 -0.43775435 -0.664445244
## HARNETT       0.45787071 -0.436766358 -0.20654930 -0.43775435 -0.758826364
## HAYWOOD      -1.18541869 -0.319037045 -0.21207245  2.90933577 -0.628462442
## IREDELL      -1.05506184 -0.743199935 -0.19971608  0.99671284  0.594952826
## JOHNSTON     -0.40394277 -0.458955122 -0.20986697 -0.43775435  0.158018802
## LEE           0.60694252 -0.626206597 -0.20600192 -0.43775435  1.934096564
## LENOIR        0.98841279 -0.520417855 -0.21017472 -0.43775435  0.009275304
## LINCOLN      -1.32322119 -0.690882007 -0.20149685 -0.43775435  1.108787238
## MACON        -0.78006731 -0.142930960 -0.20191393 -0.43775435  0.654150339
## MADISON      -0.90253032  0.136606430 -0.20375672 -0.43775435 -1.240170076
## MARTIN       -1.13989292  0.778051469 -0.20568008 -0.43775435 -0.322608625
## MCDOWELL      0.57901497  0.356495354 -0.21245964 -0.43775435 -1.240170076
## MONTGOMERY    0.36614948  0.396721249 -0.18344596 -0.43775435 -0.572852657
## MOORE        -1.10988917 -0.272192049 -0.20413176  3.79014896 -0.467486749
## NASH          0.62062730 -0.532118616 -0.21094905 -0.43775435  0.792581446
## NORTHAMPTON   1.05805962  0.532517714 -0.17178179 -0.43775435 -0.572852657
## ORANGE       -0.77412768 -0.731696581 -0.21035767 -0.43775435  0.130055024
## PERSON       -0.06779035 -0.083489394 -0.18287358  2.65186730 -0.675516875
## PITT          0.97824027 -0.632701501 -0.21118084 -0.43775435  1.359587368
## POLK         -1.44081133  0.228879650 -0.20920649 -0.43775435 -1.240170076
## RANDOLPH     -0.65011436 -0.480323019 -0.20751599 -0.43775435  0.808339210
## RICHMOND      0.65196018 -0.317630234 -0.20373942  1.52151791 -0.882097314
## ROBESON       2.88169559 -0.369889974 -0.21189763 -0.43775435 -0.406023302
## ROWAN        -0.32710034 -0.722371776 -0.20465464  0.41682185  0.633997994
## RUTHERFORD   -0.59536847 -0.362653431 -0.21107087 -0.43775435  0.171462925
## SAMPSON       1.12700698  0.308891900 -0.21058404 -0.43775435 -0.913926004
## SCOTLAND      1.50863725 -0.299998875 -0.20974922 -0.43775435  0.391050281
## STANLY       -0.74468719 -0.513897107 -0.19942834 -0.43775435 -0.282714649
## STOKES       -1.42824365 -0.123581246 -0.19895906 -0.43775435 -0.293009869
## SURRY        -0.55584594 -0.483650396 -0.20891337 -0.43775435 -0.493679404
## TRANSYLVANIA -0.97099571 -0.080337289 -0.20817212 -0.43775435  1.696026566
## UNION        -1.61810220 -0.675932054 -0.20892103 -0.43775435  1.610506276
## VANCE         1.70079872 -0.576223096 -0.18090348 -0.43775435 -0.350413517
## WAKE         -0.72067738 -0.961177321 -0.21012158  0.09189507  1.147506315
## WASHINGTON    0.68279628  0.446954465  0.11721287 -0.43775435 -1.240170076
## WATAUGA      -0.86298958 -0.415346315 -0.21145205 -0.43775435 -0.293009869
## WAYNE         1.03479845 -0.593629014 -0.21002582 -0.43775435 -0.457184304
## WILKES       -0.69757818 -0.139983273 -0.21007464 -0.43775435 -0.132171343
## WILSON        1.19466978 -0.640138282 -0.20674536 -0.43775435  0.628318697
## YANCEY       -0.78424798  0.509521564 -0.21038457 -0.43775435  1.018442726
##              shape_length   shape_area cluster     bf_prop
## ALAMANCE     -1.004614926 -0.570739709       3 -0.03513348
## ALEXANDER    -0.247982846 -0.309803626       3 -1.28447255
## ALLEGHANY     0.491340833  0.084238178       1  0.23019103
## ANSON         0.533792116  0.298876995       1  0.76847090
## ASHE          0.621000504  0.009792536       3  0.43636036
## AVERY         0.371453730 -0.143457939       1  0.28534718
## BEAUFORT      0.340911248  0.284172306       3  0.41765482
## BUNCOMBE     -0.881475362 -0.556184260       3  0.68528816
## BURKE        -0.498977247 -0.388721264       1 -0.49968520
## CABARRUS     -1.066718248 -0.571982807       3 -0.07809542
## CALDWELL     -0.679360962 -0.431435266       3  0.49903614
## CATAWBA      -0.882699399 -0.552577113       3 -0.28724715
## CHATHAM       0.198116582  0.025501297       3  0.10266243
## CHEROKEE      0.633198385  0.085796213       3  0.73588077
## CHOWAN        0.014587738 -0.097867343       3  0.17548566
## CLEVELAND    -0.714674750 -0.492521571       3  0.24060580
## CRAVEN       -0.438699215 -0.278306379       3 -0.53049333
## DAVIDSON     -0.822743479 -0.520073488       1 -1.55002163
## DAVIE        -0.242226375 -0.321530179       1 -0.46928750
## DUPLIN        0.545875870  0.149929092       3 -0.23107882
## DURHAM       -1.235448270 -0.640356895       3  0.15065159
## EDGECOMBE    -0.423063400 -0.317212035       3  0.28089889
## FORSYTH      -1.272893626 -0.649383282       2  3.95960284
## FRANKLIN      0.163158097 -0.106020664       3 -0.14022282
## GASTON       -1.176103576 -0.636061049       3 -0.13707296
## GRAHAM        1.270647421  0.648689061       3  0.24255402
## GRANVILLE    -0.031018608 -0.091011577       3 -0.25718133
## HALIFAX      -0.250853411 -0.183307771       1 -0.01079776
## HARNETT      -0.388545948 -0.355942192       1 -0.13294985
## HAYWOOD      -0.386225985 -0.292858921       3  0.46303232
## IREDELL      -0.843780764 -0.517148468       3 -0.86802940
## JOHNSTON     -0.383091111 -0.368600293       3 -0.10299680
## LEE          -0.723768701 -0.458256103       1 -0.54471975
## LENOIR       -0.547612924 -0.404515822       1  0.36478023
## LINCOLN      -0.707358404 -0.491072384       3 -0.46594245
## MACON         0.001205813 -0.189180064       1 12.72107015
## MADISON       0.225651756 -0.045386389       1  0.45482599
## MARTIN        0.883408796  0.319251982       1  0.77616238
## MCDOWELL      0.510569931  0.082565186       1  0.16701786
## MONTGOMERY    0.480313017  0.110406818       1  0.48096711
## MOORE        -0.308486478 -0.265527414       3 -0.41294121
## NASH         -0.582029322 -0.405825418       1 -0.73346820
## NORTHAMPTON   0.681602573  0.215617895       1  0.19236838
## ORANGE       -0.914013746 -0.515467589       3 -0.14515843
## PERSON       -0.275084353 -0.135809870       1 -2.04202452
## PITT         -0.784158934 -0.463933171       3 -0.21165954
## POLK          0.478992829  0.003921703       3 -0.37752189
## RANDOLPH     -0.483520731 -0.377405731       1 -0.37125894
## RICHMOND     -0.546654085 -0.293167956       1  0.28823467
## ROBESON      -0.342952452 -0.329227571       3  1.54487420
## ROWAN        -0.890402779 -0.509257528       1  5.57595022
## RUTHERFORD   -0.408967601 -0.317690388       3  0.30030325
## SAMPSON       0.296646237  0.041406525       3  1.88581301
## SCOTLAND     -0.440327524 -0.288602261       1 -1.67406323
## STANLY       -0.542800059 -0.394524569       1  0.75223019
## STOKES        0.101912849 -0.167127224       1 -5.96963652
## SURRY        -0.374739388 -0.374067373       1  0.22810933
## TRANSYLVANIA  0.054430987 -0.164750793       3 -2.42680211
## UNION        -0.806133576 -0.489699968       3 -0.03529178
## VANCE        -0.667579270 -0.410475601       3  0.82435438
## WAKE         -1.264027586 -0.643084940       2  0.37526010
## WASHINGTON    0.391475220  0.315462626       3  0.15269123
## WATAUGA      -0.104195162 -0.339018720       3 -0.33630549
## WAYNE        -0.634007708 -0.443398130       3 -0.40814984
## WILKES       -0.054790683 -0.185189481       3  0.57331411
## WILSON       -0.779954595 -0.464878472       1 -5.87847576
## YANCEY        0.833917367  0.169358183       1  0.78952046
view(ej.scaled)

##Regressions: Lead

Lead & Brownfields

#Modern Dive is Needed
##Basic linear regression: x = Brownfields y = health outcomes

#Analyzing brownfield acreage + lead
lead_brown_model <- lm(per_highlead_h ~ bf_prop + vuleopct + lesshspct + over64pct + pre1960pct, data = ej.scaled)
get_regression_table(lead_brown_model)
## # A tibble: 6 x 7
##   term       estimate std_error statistic p_value lower_ci upper_ci
##   <chr>         <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept    -0.16      0.096    -1.67    0.1     -0.351    0.032
## 2 bf_prop      -0.023     0.043    -0.53    0.598   -0.109    0.063
## 3 vuleopct     -0.066     0.129    -0.51    0.612   -0.324    0.192
## 4 lesshspct     0.177     0.122     1.45    0.151   -0.067    0.422
## 5 over64pct    -0.023     0.113    -0.205   0.838   -0.25     0.203
## 6 pre1960pct    0.344     0.125     2.74    0.008    0.093    0.595
summary(lead_brown_model)
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop + vuleopct + lesshspct + 
##     over64pct + pre1960pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.66636 -0.49113 -0.05931  0.43290  1.84986 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)   
## (Intercept) -0.15970    0.09571  -1.669  0.10030   
## bf_prop     -0.02280    0.04302  -0.530  0.59803   
## vuleopct    -0.06593    0.12919  -0.510  0.61166   
## lesshspct    0.17744    0.12216   1.453  0.15147   
## over64pct   -0.02322    0.11330  -0.205  0.83830   
## pre1960pct   0.34397    0.12549   2.741  0.00803 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7486 on 61 degrees of freedom
## Multiple R-squared:  0.1874, Adjusted R-squared:  0.1208 
## F-statistic: 2.814 on 5 and 61 DF,  p-value: 0.02371
#An additional unit increase in brownfield proximity decreases the likelihood of having elevated BLLs in children by 0.023 percentage points. The P-value is pretty big and the adjusted R-squared is low (0.12), so we probably want to adjust our model.

#Plotting the Relationship
ggplot() +
     geom_point(data = ej.scaled, 
               aes(bf_prop, per_highlead_h, color = cluster),
               size = 3) +
     geom_smooth(method="lm", se=FALSE)+
     labs(y = "% of Children with Elevated Blood Lead Levels", x = "Brownfield Acreage") +
     theme_bw()  

#The visualization indicates that this relationship is likely spurious at best. Data points are concentrated around 0.
ej.scaled <- ej.scaled %>% clean_names()
str(ej.scaled)
## 'data.frame':    67 obs. of  49 variables:
##  $ per_tested    : num [1:67, 1] -0.8841 0.6867 -1.7024 -1.6732 0.0145 ...
##  $ num_high_lead : num [1:67, 1] 1.44 -0.568 -0.69 -0.447 -0.751 ...
##  $ per_highlead_h: num [1:67, 1] -1.447 -0.616 0.388 2.11 -1.476 ...
##  $ fips          : num [1:67, 1] -1.71 -1.67 -1.64 -1.6 -1.57 ...
##  $ bf_acreage    : num [1:67, 1] 0.00433 -0.31349 -0.31349 -0.29507 -0.31349 ...
##  $ objectid      : num [1:67, 1] -1.59 -1.55 -1.54 -1.53 -1.52 ...
##  $ id            : num [1:67, 1] -1.71 -1.68 -1.63 -1.6 -1.56 ...
##  $ acstotpop     : num [1:67, 1] -0.123 0.244 -1.362 -0.384 -0.718 ...
##  $ acsipovbas    : num [1:67, 1] -0.106 0.212 -1.276 -0.54 -0.638 ...
##  $ acseducbas    : num [1:67, 1] -0.297 0.457 -1.286 -0.315 -0.471 ...
##  $ acstothh      : num [1:67, 1] -0.04572 -0.00465 -1.19107 -0.60429 -0.30198 ...
##  $ acstothu      : num [1:67, 1] -0.695 -0.236 0.17 -0.744 0.59 ...
##  $ minorpop      : num [1:67, 1] 0.12 -0.955 -1.219 0.961 -1.359 ...
##  $ minorpct      : num [1:67, 1] 0.271 -1.022 -1.069 1.35 -1.343 ...
##  $ lowincome     : num [1:67, 1] -0.0345 0.2468 -0.6199 0.236 -0.8448 ...
##  $ lowincpct     : num [1:67, 1] 0.178 -0.223 1.144 0.923 -0.224 ...
##  $ lesshs        : num [1:67, 1] -0.351 1.257 0.534 0.781 -0.193 ...
##  $ lesshspct     : num [1:67, 1] 0.0753 0.8451 1.7118 0.7648 0.0824 ...
##  $ under5        : num [1:67, 1] 0.116 -0.105 -1.269 -0.526 -0.838 ...
##  $ under5pct     : num [1:67, 1] 0.4481 -0.0381 -0.9795 -0.2425 -0.7244 ...
##  $ over64        : num [1:67, 1] -0.577 0.444 -0.219 -0.646 0.391 ...
##  $ over64pct     : num [1:67, 1] -0.3871 0.0836 1.4217 -0.1937 1.1528 ...
##  $ pre1960       : num [1:67, 1] 0.754 -0.859 -0.46 1.172 0.404 ...
##  $ pre1960pct    : num [1:67, 1] 1.086 -0.813 -0.919 1.225 -0.346 ...
##  $ vuleopct      : num [1:67, 1] 0.275 -0.889 -0.479 1.38 -1.145 ...
##  $ vuleo         : num [1:67, 1] 0.0804 -0.6332 -1.1657 0.8204 -1.3428 ...
##  $ dispeo        : num [1:67, 1] 0.194 -0.948 -0.311 1.282 -1.032 ...
##  $ dslpm         : num [1:67, 1] 1.427 -0.367 -1.284 -0.283 -1.364 ...
##  $ cancer        : num [1:67, 1] 0.899 0.141 -1.678 1.018 -1.853 ...
##  $ resp          : num [1:67, 1] 0.7608 -0.0867 -1.7583 1.2062 -1.8999 ...
##  $ pnpl          : num [1:67, 1] -0.577 -0.296 -0.133 -0.19 0.175 ...
##  $ prmp          : num [1:67, 1] 0.76 -0.876 -1.099 -1.061 -1.186 ...
##  $ ptsdf         : num [1:67, 1] 0.778 -0.626 -0.746 -0.468 -0.484 ...
##  $ ozone         : num [1:67, 1] 0.7145 0.5749 0.1599 0.0499 0.4226 ...
##  $ pm25          : num [1:67, 1] 0.7362 0.9038 -1.1336 0.0279 -1.4523 ...
##  $ d_dslpm_2     : num [1:67, 1] 0.542 -0.889 -0.248 1.056 -0.563 ...
##  $ d_cancr_2     : num [1:67, 1] 0.193 -1.03 -0.283 1.463 -0.774 ...
##  $ d_pnpl_2      : num [1:67, 1] -0.00801 -0.41534 -0.21631 0.5993 -0.98309 ...
##  $ d_ptsdf_2     : num [1:67, 1] -0.102 -0.431 -0.306 0.148 -0.518 ...
##  $ d_ozone_2     : num [1:67, 1] 0.161 -1.011 -0.351 1.241 -1.088 ...
##  $ d_pm25_2      : num [1:67, 1] 0.147 -1.062 -0.344 1.204 -0.964 ...
##  $ arealand      : num [1:67, 1] -0.835 -0.365 0.328 0.769 0.197 ...
##  $ areawater     : num [1:67, 1] -0.207 -0.203 -0.205 -0.194 -0.204 ...
##  $ npl_cnt       : num [1:67, 1] -0.438 -0.438 -0.438 -0.438 3.214 ...
##  $ tsdf_cnt      : num [1:67, 1] 0.3189 -0.6285 -1.2402 -0.4675 0.0945 ...
##  $ shape_length  : num [1:67, 1] -1.005 -0.248 0.491 0.534 0.621 ...
##  $ shape_area    : num [1:67, 1] -0.57074 -0.3098 0.08424 0.29888 0.00979 ...
##  $ cluster       : Factor w/ 3 levels "1","2","3": 3 3 1 1 3 1 3 3 1 3 ...
##  $ bf_prop       : num [1:67, 1] -0.0351 -1.2845 0.2302 0.7685 0.4364 ...
##  - attr(*, "na.action")= 'omit' Named int [1:33] 8 9 10 15 16 17 22 24 26 27 ...
##   ..- attr(*, "names")= chr [1:33] "BERTIE" "BLADEN" "BRUNSWICK" "CAMDEN" ...
#Hypothesis Testing
set.seed(123) 

null_dist <- full.join %>%
   specify(per_highlead_h ~ bf_prop) %>%
   hypothesize(null = "independence") %>%
   generate(reps = 1000, type = "permute") %>%
   fit()
## Warning: Removed 23 rows containing missing values.
null_dist
## # A tibble: 2,000 x 3
## # Groups:   replicate [1,000]
##    replicate term      estimate
##        <int> <chr>        <dbl>
##  1         1 intercept  0.966  
##  2         1 bf_prop    0.0364 
##  3         2 intercept  0.988  
##  4         2 bf_prop   -0.0755 
##  5         3 intercept  0.962  
##  6         3 bf_prop    0.0536 
##  7         4 intercept  0.974  
##  8         4 bf_prop   -0.00708
##  9         5 intercept  1.01   
## 10         5 bf_prop   -0.161  
## # ... with 1,990 more rows
# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>% 
  specify(per_highlead_h ~ bf_prop) %>%
  fit()
## Warning: Removed 23 rows containing missing values.
obs_fit
## # A tibble: 2 x 2
##   term      estimate
##   <chr>        <dbl>
## 1 intercept   0.984 
## 2 bf_prop    -0.0551
#Visualizing obs_fit along the null_dist
visualize(null_dist) +
  shade_p_value(obs_stat = obs_fit, direction = "two-sided")

#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist, 
                                     level = .95,
                                     point_estimate = obs_fit)

null_dist %>%
  visualize() +
  shade_p_value(obs_stat=obs_fit, direction="two-sided") +
  shade_confidence_interval(endpoints = conf_ints)

#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")
## # A tibble: 2 x 2
##   term      p_value
##   <chr>       <dbl>
## 1 bf_prop     0.672
## 2 intercept   0.672

Interpretation:

The null distribution is within the confidence interval, indicating that we must fail to reject the null hypothesis.

Lead & Brownfields: Race as a Moderator

#Multiple linear regressions: Is race a moderating factor?

lead_race_model <- lm(per_highlead_h ~ bf_prop*minorpct + vuleopct + lesshspct + over64pct + pre1960pct, data = ej.scaled)
get_regression_table(lead_race_model)
## # A tibble: 8 x 7
##   term             estimate std_error statistic p_value lower_ci upper_ci
##   <chr>               <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept          -0.161     0.097    -1.66    0.103   -0.356    0.034
## 2 bf_prop            -0.028     0.05     -0.562   0.576   -0.128    0.072
## 3 minorpct           -0.153     0.504    -0.304   0.762   -1.16     0.855
## 4 vuleopct            0.097     0.549     0.177   0.86    -1.00     1.20 
## 5 lesshspct           0.144     0.163     0.883   0.381   -0.182    0.47 
## 6 over64pct          -0.039     0.126    -0.307   0.76    -0.291    0.214
## 7 pre1960pct          0.343     0.128     2.68    0.009    0.087    0.599
## 8 bf_prop:minorpct   -0.005     0.046    -0.117   0.907   -0.098    0.087
summary(lead_race_model)
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop * minorpct + vuleopct + 
##     lesshspct + over64pct + pre1960pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.67054 -0.47774 -0.04647  0.40083  1.86374 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)   
## (Intercept)      -0.161478   0.097442  -1.657   0.1028   
## bf_prop          -0.028081   0.049940  -0.562   0.5761   
## minorpct         -0.153158   0.503703  -0.304   0.7621   
## vuleopct          0.097367   0.549275   0.177   0.8599   
## lesshspct         0.144029   0.163072   0.883   0.3807   
## over64pct        -0.038773   0.126133  -0.307   0.7596   
## pre1960pct        0.342966   0.127721   2.685   0.0094 **
## bf_prop:minorpct -0.005439   0.046315  -0.117   0.9069   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7605 on 59 degrees of freedom
## Multiple R-squared:  0.189,  Adjusted R-squared:  0.09273 
## F-statistic: 1.964 on 7 and 59 DF,  p-value: 0.07548
#Similar problems as before. The p-value is even higher now.
#Plotting relationship between minority % and lead

ggplot(ej.scaled, aes(x=bf_prop*minorpct, y=per_highlead_h, color = minorpct)) +
  geom_point(alpha=0.75) +
  geom_smooth(method="lm",se = FALSE) +
  theme_bw()
## `geom_smooth()` using formula 'y ~ x'

#Data points are pretty scattered.
  
#Hypothesis Testing
set.seed(123) 
null_dist <- full.join %>%
  specify(formula = per_highlead_h ~ bf_prop*minorpct) %>%
  hypothesize(null = "independence") %>%
  generate(reps = 1000, type="permute", variables=c(bf_prop, minorpct)) %>%
  fit()
## Warning: Removed 23 rows containing missing values.
visualize(null_dist)

# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
           specify(formula = per_highlead_h ~ bf_prop*minorpct) %>%
           fit()
## Warning: Removed 23 rows containing missing values.
obs_fit
## # A tibble: 4 x 2
##   term             estimate
##   <chr>               <dbl>
## 1 intercept           0.870
## 2 bf_prop            -0.314
## 3 minorpct            0.412
## 4 bf_prop:minorpct    0.484
#Visualizing obs_fit along the null_dist
visualize(null_dist) +
  shade_p_value(obs_stat = obs_fit, direction = "two-sided")

#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist, 
                                     level = .95,
                                     point_estimate = obs_fit)

null_dist %>%
  visualize() +
  shade_p_value(obs_stat=obs_fit, direction="two-sided") +
  shade_confidence_interval(endpoints = conf_ints)

#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")
## # A tibble: 4 x 2
##   term             p_value
##   <chr>              <dbl>
## 1 bf_prop            0.398
## 2 bf_prop:minorpct   0.672
## 3 intercept          0.406
## 4 minorpct           0.284

Interpretation:

It appears that this analysis will also result in us failing to reject the null hypothesis as the null distribution is still comfortably in the confidence interval.

Lead & Brownfields: Income as a Moderator

#Multiple linear regressions: Is income a moderating factor?
lead_inc_model <- lm(per_highlead_h ~ bf_prop*lowincpct + lesshs + minorpct + over64pct + pre1960pct, data = ej.scaled)
get_regression_table(lead_inc_model)
## # A tibble: 8 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           -0.168     0.099    -1.71    0.093   -0.366    0.029
## 2 bf_prop             -0.045     0.048    -0.926   0.358   -0.141    0.052
## 3 lowincpct            0.127     0.14      0.912   0.365   -0.152    0.406
## 4 lesshs               0.035     0.119     0.293   0.77    -0.203    0.272
## 5 minorpct            -0.082     0.13     -0.629   0.532   -0.343    0.179
## 6 over64pct           -0.051     0.13     -0.39    0.698   -0.312    0.21 
## 7 pre1960pct           0.376     0.131     2.88    0.006    0.115    0.638
## 8 bf_prop:lowincpct    0.056     0.076     0.744   0.46    -0.095    0.207
summary(lead_inc_model)
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop * lowincpct + lesshs + 
##     minorpct + over64pct + pre1960pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.69701 -0.47953 -0.08245  0.37283  1.98520 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       -0.16827    0.09861  -1.706  0.09318 . 
## bf_prop           -0.04461    0.04818  -0.926  0.35823   
## lowincpct          0.12728    0.13954   0.912  0.36538   
## lesshs             0.03478    0.11858   0.293  0.77035   
## minorpct          -0.08196    0.13039  -0.629  0.53205   
## over64pct         -0.05079    0.13036  -0.390  0.69821   
## pre1960pct         0.37636    0.13081   2.877  0.00558 **
## bf_prop:lowincpct  0.05621    0.07553   0.744  0.45967   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7612 on 59 degrees of freedom
## Multiple R-squared:  0.1875, Adjusted R-squared:  0.09115 
## F-statistic: 1.946 on 7 and 59 DF,  p-value: 0.07824
#The interaction variable (bf_prop*lowincpct) appears to have a slightly positive effect on the likelihood of having elevated BLLs. The adjusted r-squared is small (0.09), so let's look closer.

#Relationship between income and lead
ggplot(ej.scaled, aes(x=bf_prop*lowincpct, y=per_highlead_h, color = lowincpct)) +
  geom_point(alpha=0.75) +
  geom_smooth(method="lm",se = FALSE) +
  theme_bw()
## `geom_smooth()` using formula 'y ~ x'

#Data points are scattered, but there seems to be a stronger relationship.

#Hypothesis Testing
set.seed(123) 
null_dist <- full.join %>%
  specify(formula = per_highlead_h ~ bf_prop*lowincpct) %>%
  hypothesize(null = "independence") %>%
  generate(reps = 1000, type="permute", variables=c(bf_prop)) %>%
  fit()
## Warning: Removed 23 rows containing missing values.
visualize(null_dist)

# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
           specify(formula = per_highlead_h ~ bf_prop*lowincpct) %>%
           fit()
## Warning: Removed 23 rows containing missing values.
obs_fit
## # A tibble: 4 x 2
##   term              estimate
##   <chr>                <dbl>
## 1 intercept           0.0988
## 2 bf_prop            -0.0980
## 3 lowincpct           2.16  
## 4 bf_prop:lowincpct   0.274
#Visualizing obs_fit along the null_dist
visualize(null_dist) +
  shade_p_value(obs_stat = obs_fit, direction = "two-sided")

#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist, 
                                     level = .95,
                                     point_estimate = obs_fit)

null_dist %>%
  visualize() +
  shade_p_value(obs_stat=obs_fit, direction="two-sided") +
  shade_confidence_interval(endpoints = conf_ints)

#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")
## # A tibble: 4 x 2
##   term              p_value
##   <chr>               <dbl>
## 1 bf_prop             0.912
## 2 bf_prop:lowincpct   0.904
## 3 intercept           0.868
## 4 lowincpct           0.868

Interpretation: While the relationship here seemed slightly stronger and moved in a positive relationship, we still failt to reject the null hypothesis.

Lead & Brownfields: Housing Age as a Moderator

#Multiple linear regressions: Is housing quality a moderating factor?

lead_house_model <- lm(per_highlead_h ~ bf_prop*pre1960pct + lesshs + minorpct + over64pct, data = ej.scaled)
get_regression_table(lead_house_model)
## # A tibble: 7 x 7
##   term               estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                 <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept            -0.16      0.098    -1.63    0.109   -0.357    0.037
## 2 bf_prop              -0.04      0.053    -0.762   0.449   -0.146    0.065
## 3 pre1960pct            0.375     0.128     2.94    0.005    0.12     0.63 
## 4 lesshs                0.091     0.106     0.865   0.39    -0.12     0.303
## 5 minorpct             -0.015     0.121    -0.124   0.902   -0.257    0.227
## 6 over64pct             0.016     0.122     0.135   0.893   -0.228    0.261
## 7 bf_prop:pre1960pct    0.039     0.079     0.489   0.626   -0.119    0.197
summary(lead_house_model)
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop * pre1960pct + lesshs + 
##     minorpct + over64pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.65185 -0.42999 -0.09746  0.47229  2.00971 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)   
## (Intercept)        -0.16030    0.09842  -1.629  0.10860   
## bf_prop            -0.04025    0.05282  -0.762  0.44902   
## pre1960pct          0.37503    0.12755   2.940  0.00465 **
## lesshs              0.09148    0.10572   0.865  0.39030   
## minorpct           -0.01497    0.12099  -0.124  0.90192   
## over64pct           0.01647    0.12244   0.135  0.89345   
## bf_prop:pre1960pct  0.03868    0.07902   0.489  0.62632   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7618 on 60 degrees of freedom
## Multiple R-squared:  0.1724, Adjusted R-squared:  0.08959 
## F-statistic: 2.082 on 6 and 60 DF,  p-value: 0.06855
#Interesting! There is a slight positive effect from the interaction variable (bf_prop:pre1960pct) on elevated BLLs. Small adjusted R-squared (0.9), but a relatively smaller p-value (0.06)

#Plotting relationship 
#Housing and Lead
ggplot(ej.scaled, aes(x=bf_prop*pre1960pct, y=per_highlead_h, color = pre1960pct)) +
  geom_point(alpha=0.75) +
  geom_smooth(method="lm",se = FALSE) +
  theme_bw() #<- not super promising, the line is pretty flat
## `geom_smooth()` using formula 'y ~ x'

#Hypothesis Testing

set.seed(123) 
null_dist <- full.join %>%
  specify(formula = per_highlead_h ~ bf_prop*pre1960pct) %>%
  hypothesize(null = "independence") %>%
  generate(reps = 1000, type="permute", variables=c(bf_prop, pre1960pct)) %>%
  fit()
## Warning: Removed 23 rows containing missing values.
visualize(null_dist)

# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
           specify(formula = per_highlead_h ~ bf_prop*pre1960pct) %>%
           fit()
## Warning: Removed 23 rows containing missing values.
obs_fit
## # A tibble: 4 x 2
##   term               estimate
##   <chr>                 <dbl>
## 1 intercept             0.229
## 2 bf_prop               0.246
## 3 pre1960pct            3.73 
## 4 bf_prop:pre1960pct   -1.82
#Visualizing obs_fit along the null_dist
visualize(null_dist) +
  shade_p_value(obs_stat = obs_fit, direction = "two-sided")

#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist, 
                                     level = .95,
                                     point_estimate = obs_fit)

null_dist %>%
  visualize() +
  shade_p_value(obs_stat=obs_fit, direction="two-sided") +
  shade_confidence_interval(endpoints = conf_ints)

#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")
## Warning: Please be cautious in reporting a p-value of 0. This result is an
## approximation based on the number of `reps` chosen in the `generate()` step. See
## `?get_p_value()` for more information.
## Warning: Please be cautious in reporting a p-value of 0. This result is an
## approximation based on the number of `reps` chosen in the `generate()` step. See
## `?get_p_value()` for more information.
## # A tibble: 4 x 2
##   term               p_value
##   <chr>                <dbl>
## 1 bf_prop              0.712
## 2 bf_prop:pre1960pct   0.626
## 3 intercept            0    
## 4 pre1960pct           0

Interpretation: The p-value falls inside of the null distribution for interaction effect, but outside for the effect of just pre-1960 housing percentage. We fail to reject the null hypothesis. Good datapoint on the effect of housing age on lead exposure though!

Lead & Brownfields: Age as a Moderator

#Multiple linear regressions: Is age a moderating factor?
lead_age_model <- lm(per_highlead_h ~ bf_prop*over64pct + lesshs + minorpct + lowincpct + pre1960pct, data = ej.scaled)
get_regression_table(lead_age_model)
## # A tibble: 8 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           -0.16      0.098    -1.62    0.109   -0.357    0.037
## 2 bf_prop             -0.03      0.045    -0.669   0.506   -0.12     0.06 
## 3 over64pct           -0.04      0.13     -0.307   0.76    -0.301    0.221
## 4 lesshs               0.045     0.118     0.378   0.707   -0.192    0.282
## 5 minorpct            -0.084     0.132    -0.636   0.527   -0.347    0.18 
## 6 lowincpct            0.125     0.142     0.879   0.383   -0.159    0.408
## 7 pre1960pct           0.359     0.13      2.76    0.008    0.098    0.619
## 8 bf_prop:over64pct   -0.003     0.091    -0.036   0.971   -0.185    0.178
summary(lead_age_model)
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop * over64pct + lesshs + 
##     minorpct + lowincpct + pre1960pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.67738 -0.46512 -0.05895  0.36303  1.97410 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       -0.160023   0.098465  -1.625  0.10946   
## bf_prop           -0.030015   0.044862  -0.669  0.50607   
## over64pct         -0.039937   0.130256  -0.307  0.76022   
## lesshs             0.044746   0.118475   0.378  0.70702   
## minorpct          -0.083659   0.131532  -0.636  0.52721   
## lowincpct          0.124636   0.141760   0.879  0.38286   
## pre1960pct         0.358835   0.130228   2.755  0.00778 **
## bf_prop:over64pct -0.003269   0.090832  -0.036  0.97142   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7647 on 59 degrees of freedom
## Multiple R-squared:  0.1799, Adjusted R-squared:  0.08263 
## F-statistic: 1.849 on 7 and 59 DF,  p-value: 0.09463
#Plotting BFs & Lead: Age as moderator
ggplot(ej.scaled, aes(x=bf_prop*over64pct, y=per_highlead_h, color=over64pct)) +
  geom_point(alpha=0.75) +
  geom_smooth(method="lm",se = FALSE) +
  labs(y = "% of Children with Elevated BLLs", x = "Brownfield Acreage")+
  theme_bw()
## `geom_smooth()` using formula 'y ~ x'

#Hypothesis Testing
set.seed(123) 
null_dist <- full.join %>%
  specify(formula = per_highlead_h ~ bf_prop*over64pct) %>%
  hypothesize(null = "independence") %>%
  generate(reps = 1000, type="permute", variables=c(bf_prop, over64pct)) %>%
  fit()
## Warning: Removed 23 rows containing missing values.
visualize(null_dist)

# First calculate the fitted estimates from our observed data
obs_fit <- full.join %>%
           specify(formula = per_highlead_h ~ bf_prop*over64pct) %>%
           fit()
## Warning: Removed 23 rows containing missing values.
obs_fit
## # A tibble: 4 x 2
##   term              estimate
##   <chr>                <dbl>
## 1 intercept           1.00  
## 2 bf_prop            -0.0466
## 3 over64pct          -0.0969
## 4 bf_prop:over64pct  -0.0843
#Visualizing obs_fit along the null_dist
visualize(null_dist) +
  shade_p_value(obs_stat = obs_fit, direction = "two-sided")

#Confidence Intervals
conf_ints <- get_confidence_interval(null_dist, 
                                     level = .95,
                                     point_estimate = obs_fit)

null_dist %>%
  visualize() +
  shade_p_value(obs_stat=obs_fit, direction="two-sided") +
  shade_confidence_interval(endpoints = conf_ints)

#Get P-Value
null_dist %>% get_p_value(obs_stat = obs_fit, direction="two-sided")
## # A tibble: 4 x 2
##   term              p_value
##   <chr>               <dbl>
## 1 bf_prop             0.938
## 2 bf_prop:over64pct   0.984
## 3 intercept           0.934
## 4 over64pct           0.978

Interpretation:

We fail to reject the null hypothesis.

Lead & Brownfields: Education as a Moderator

#Modeling relationship
lead_edu_model <- lm(per_highlead_h ~ bf_prop*lesshspct + minorpct + lowincpct + pre1960pct, data = ej.scaled)
get_regression_table(lead_edu_model)
## # A tibble: 7 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           -0.16      0.097    -1.66    0.103   -0.353    0.033
## 2 bf_prop             -0.021     0.05     -0.417   0.678   -0.12     0.079
## 3 lesshspct            0.15      0.161     0.93    0.356   -0.172    0.471
## 4 minorpct            -0.054     0.106    -0.51    0.612   -0.266    0.158
## 5 lowincpct            0.018     0.171     0.105   0.917   -0.324    0.36 
## 6 pre1960pct           0.332     0.125     2.67    0.01     0.083    0.581
## 7 bf_prop:lesshspct   -0.009     0.074    -0.127   0.899   -0.156    0.138
summary(lead_edu_model) #<- incredibly small, negative effect and a really large p-value. adjusted r-squared is small too (0.1). going to skip hypothesis testing as relationship already appears weak.
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop * lesshspct + minorpct + 
##     lowincpct + pre1960pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.64879 -0.49776 -0.07233  0.41379  1.87849 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       -0.159977   0.096535  -1.657  0.10270   
## bf_prop           -0.020772   0.049800  -0.417  0.67808   
## lesshspct          0.149573   0.160836   0.930  0.35611   
## minorpct          -0.054036   0.105886  -0.510  0.61170   
## lowincpct          0.017987   0.171026   0.105  0.91659   
## pre1960pct         0.332177   0.124591   2.666  0.00985 **
## bf_prop:lesshspct -0.009331   0.073551  -0.127  0.89948   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7548 on 60 degrees of freedom
## Multiple R-squared:  0.1877, Adjusted R-squared:  0.1064 
## F-statistic:  2.31 on 6 and 60 DF,  p-value: 0.04508
#Plotting BFs & Lead: Education as moderator
ggplot(ej.scaled, aes(x=bf_prop*lesshspct, y=per_highlead_h, color=lesshspct)) +
  geom_point(alpha=0.75) +
  geom_smooth(method="lm",se = FALSE) +
  labs(y = "% of Children with Elevated BLLs", x = "Brownfield Acreage")+
  theme_bw() #<- This appears to be spurious at best.
## `geom_smooth()` using formula 'y ~ x'

Brownfields & Lead: Adding in Clusters

#Liner regression
lead_bf_cluster_model <- lm(per_highlead_h ~ bf_prop*cluster, data=ej.scaled)
get_regression_points(lead_bf_cluster_model)
## # A tibble: 67 x 6
##       ID per_highlead_h[,1] bf_prop[,1] cluster per_highlead_h_hat residual
##    <int>              <dbl>       <dbl> <fct>                <dbl>    <dbl>
##  1     1             -1.45       -0.035 3                   -0.615   -0.833
##  2     2             -0.616      -1.28  3                   -0.611   -0.004
##  3     3              0.388       0.23  1                    0.711   -0.322
##  4     4              2.11        0.768 1                    0.699    1.41 
##  5     5             -1.48        0.436 3                   -0.616   -0.86 
##  6     6              0.962       0.285 1                    0.71     0.253
##  7     7             -0.472       0.418 3                   -0.616    0.144
##  8     8             -0.616       0.685 3                   -0.617    0.001
##  9     9              0.245      -0.5   1                    0.727   -0.482
## 10    10             -0.329      -0.078 3                   -0.615    0.286
## # ... with 57 more rows
summary(lead_bf_cluster_model) #<- BIG THING: there appers to be a positive (and signficant) relationship between brownfield proximity and elevated BLLs in cluster 3
## 
## Call:
## lm(formula = per_highlead_h ~ bf_prop * cluster, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -0.8607 -0.2990 -0.0043  0.2669  1.4108 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       0.71593    0.09241   7.747 1.20e-10 ***
## bf_prop          -0.02241    0.02884  -0.777   0.4400    
## cluster2         -1.08971    0.54015  -2.017   0.0481 *  
## cluster3         -1.33069    0.12083 -11.013 3.91e-16 ***
## bf_prop:cluster2  0.14246    0.19141   0.744   0.4596    
## bf_prop:cluster3  0.01971    0.11417   0.173   0.8635    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.4796 on 61 degrees of freedom
## Multiple R-squared:  0.6665, Adjusted R-squared:  0.6392 
## F-statistic: 24.38 on 5 and 61 DF,  p-value: 2.131e-13
#Plotting with clusters
ggplot(ej.scaled, aes(x=bf_prop, y=per_highlead_h, color=cluster)) +
  geom_point(alpha=0.75) +
  geom_smooth(method="lm",se = FALSE) +
  labs(y = "% of Children with Elevated BLLs", x = "Brownfield Acreage")+
  theme_bw() #<- this creates a better understanding of how these relationships play out in different counties
## `geom_smooth()` using formula 'y ~ x'

##Regressions: Cancer

Brownfields & Cancer: Linear regression

#Brownfield & Cancer
model_vuleopct <- lm(cancer ~ bf_prop, data=ej.scaled)
summary(model_vuleopct)
## 
## Call:
## lm(formula = cancer ~ bf_prop, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.1185 -0.6079  0.1002  0.8263  1.7490 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)  0.17259    0.12469   1.384    0.171
## bf_prop     -0.01658    0.05779  -0.287    0.775
## 
## Residual standard error: 1.018 on 65 degrees of freedom
## Multiple R-squared:  0.001265,   Adjusted R-squared:  -0.0141 
## F-statistic: 0.0823 on 1 and 65 DF,  p-value: 0.7751
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
    geom_point(fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

#Hypothesis Testing
get_regression_table(model_vuleopct)
## # A tibble: 2 x 7
##   term      estimate std_error statistic p_value lower_ci upper_ci
##   <chr>        <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept    0.173     0.125     1.38    0.171   -0.076    0.422
## 2 bf_prop     -0.017     0.058    -0.287   0.775   -0.132    0.099
summary(model_vuleopct)
## 
## Call:
## lm(formula = cancer ~ bf_prop, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.1185 -0.6079  0.1002  0.8263  1.7490 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)  0.17259    0.12469   1.384    0.171
## bf_prop     -0.01658    0.05779  -0.287    0.775
## 
## Residual standard error: 1.018 on 65 degrees of freedom
## Multiple R-squared:  0.001265,   Adjusted R-squared:  -0.0141 
## F-statistic: 0.0823 on 1 and 65 DF,  p-value: 0.7751
##H~0: Brownfield acreage in a county has no impact on lifetime cancer risks from inhalation of air toxics.
##H~A: Brownfield acreage in a county has an impact on lifetime cancer risks from inhalation of air toxics..
##P-values: (bf = 0.491)
#P value(s) greater than 0.05, accept the null hypothesis.

Brownfields & Cancer: Vulnerability Index as Moderator

#Brownfield & Cancer (moderator: vuleopct)
model_vuleopct <- lm(cancer ~ bf_prop*vuleopct, data=ej.scaled)
summary(model_vuleopct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * vuleopct, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -1.9308 -0.6902  0.1050  0.7833  1.7799 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)  
## (Intercept)       0.165211   0.123165   1.341   0.1846  
## bf_prop          -0.004373   0.060879  -0.072   0.9430  
## vuleopct          0.235225   0.125512   1.874   0.0656 .
## bf_prop:vuleopct  0.030697   0.065208   0.471   0.6394  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.005 on 63 degrees of freedom
## Multiple R-squared:  0.0565, Adjusted R-squared:  0.01157 
## F-statistic: 1.258 on 3 and 63 DF,  p-value: 0.2966
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=vuleopct),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

#Hypothesis Testing
get_regression_table(model_vuleopct)
## # A tibble: 4 x 7
##   term             estimate std_error statistic p_value lower_ci upper_ci
##   <chr>               <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           0.165     0.123     1.34    0.185   -0.081    0.411
## 2 bf_prop            -0.004     0.061    -0.072   0.943   -0.126    0.117
## 3 vuleopct            0.235     0.126     1.87    0.066   -0.016    0.486
## 4 bf_prop:vuleopct    0.031     0.065     0.471   0.639   -0.1      0.161
summary(model_vuleopct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * vuleopct, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -1.9308 -0.6902  0.1050  0.7833  1.7799 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)  
## (Intercept)       0.165211   0.123165   1.341   0.1846  
## bf_prop          -0.004373   0.060879  -0.072   0.9430  
## vuleopct          0.235225   0.125512   1.874   0.0656 .
## bf_prop:vuleopct  0.030697   0.065208   0.471   0.6394  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.005 on 63 degrees of freedom
## Multiple R-squared:  0.0565, Adjusted R-squared:  0.01157 
## F-statistic: 1.258 on 3 and 63 DF,  p-value: 0.2966
##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by vulnerability.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by vulnerability.
##P-values: (bf*vuleopct = 0.006; vuleopct = 0.003; bf= 0.463)
#P value(s) less than 0.05, reject the null hypothesis.

Brownfields & Cancer: Race as a Moderator

#Brownfield & Cancer (moderator: race)
##minorpop
model_minorpop <- lm(cancer ~ bf_prop*minorpop, data=ej.scaled)
summary(model_minorpop)
## 
## Call:
## lm(formula = cancer ~ bf_prop * minorpop, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.52195 -0.74276  0.00189  0.70927  1.97645 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       0.19019    0.10924   1.741   0.0866 .  
## bf_prop           0.01764    0.06003   0.294   0.7699    
## minorpop          0.51369    0.11213   4.581 2.24e-05 ***
## bf_prop:minorpop  0.03827    0.05977   0.640   0.5243    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.8916 on 63 degrees of freedom
## Multiple R-squared:  0.2582, Adjusted R-squared:  0.2229 
## F-statistic: 7.309 on 3 and 63 DF,  p-value: 0.0002785
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=minorpop),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

get_regression_table(model_minorpop)
## # A tibble: 4 x 7
##   term             estimate std_error statistic p_value lower_ci upper_ci
##   <chr>               <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           0.19      0.109     1.74    0.087   -0.028    0.408
## 2 bf_prop             0.018     0.06      0.294   0.77    -0.102    0.138
## 3 minorpop            0.514     0.112     4.58    0        0.29     0.738
## 4 bf_prop:minorpop    0.038     0.06      0.64    0.524   -0.081    0.158
##minorpct
model_minorpct <- lm(cancer ~ bf_prop*minorpct, data=ej.scaled)
summary(model_minorpct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * minorpct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.66563 -0.78929  0.05626  0.76722  1.81732 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       0.18017    0.11742   1.534  0.12995   
## bf_prop           0.00941    0.06176   0.152  0.87938   
## minorpct          0.36611    0.11668   3.138  0.00259 **
## bf_prop:minorpct  0.03514    0.05797   0.606  0.54659   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.9588 on 63 degrees of freedom
## Multiple R-squared:  0.1421, Adjusted R-squared:  0.1012 
## F-statistic: 3.477 on 3 and 63 DF,  p-value: 0.02102
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=minorpct),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

get_regression_table(model_minorpct)
## # A tibble: 4 x 7
##   term             estimate std_error statistic p_value lower_ci upper_ci
##   <chr>               <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           0.18      0.117     1.53    0.13    -0.054    0.415
## 2 bf_prop             0.009     0.062     0.152   0.879   -0.114    0.133
## 3 minorpct            0.366     0.117     3.14    0.003    0.133    0.599
## 4 bf_prop:minorpct    0.035     0.058     0.606   0.547   -0.081    0.151
##compare: minorpct looks better!
#Hypothesis Testing
get_regression_table(model_minorpct)
## # A tibble: 4 x 7
##   term             estimate std_error statistic p_value lower_ci upper_ci
##   <chr>               <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept           0.18      0.117     1.53    0.13    -0.054    0.415
## 2 bf_prop             0.009     0.062     0.152   0.879   -0.114    0.133
## 3 minorpct            0.366     0.117     3.14    0.003    0.133    0.599
## 4 bf_prop:minorpct    0.035     0.058     0.606   0.547   -0.081    0.151
summary(model_minorpct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * minorpct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.66563 -0.78929  0.05626  0.76722  1.81732 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       0.18017    0.11742   1.534  0.12995   
## bf_prop           0.00941    0.06176   0.152  0.87938   
## minorpct          0.36611    0.11668   3.138  0.00259 **
## bf_prop:minorpct  0.03514    0.05797   0.606  0.54659   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.9588 on 63 degrees of freedom
## Multiple R-squared:  0.1421, Adjusted R-squared:  0.1012 
## F-statistic: 3.477 on 3 and 63 DF,  p-value: 0.02102
##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the percent people of color in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the percent people of color in a county.
##P-values: (bf*minorpct = 0.001; minorpct = 0.008; bf= 0.905)
#P value(s) less than 0.05, reject the null hypothesis. 

Brownfields & Cancer: Income as a Moderator

#Brownfield & Cancer (moderator: income)
model_lowincome <- lm(cancer ~ bf_prop*lowincome, data=ej.scaled)
summary(model_lowincome)
## 
## Call:
## lm(formula = cancer ~ bf_prop * lowincome, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2.09747 -0.66739  0.00349  0.84362  1.96216 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)  
## (Intercept)        0.14509    0.12447   1.166   0.2481  
## bf_prop           -0.01542    0.06745  -0.229   0.8199  
## lowincome          0.25131    0.13878   1.811   0.0749 .
## bf_prop:lowincome -0.01384    0.13550  -0.102   0.9190  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.009 on 63 degrees of freedom
## Multiple R-squared:  0.05072,    Adjusted R-squared:  0.00552 
## F-statistic: 1.122 on 3 and 63 DF,  p-value: 0.3469
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=lowincome),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

#Hypothesis Testing
get_regression_table(model_lowincome)
## # A tibble: 4 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept            0.145     0.124     1.17    0.248   -0.104    0.394
## 2 bf_prop             -0.015     0.067    -0.229   0.82    -0.15     0.119
## 3 lowincome            0.251     0.139     1.81    0.075   -0.026    0.529
## 4 bf_prop:lowincome   -0.014     0.135    -0.102   0.919   -0.285    0.257
summary(model_lowincome)
## 
## Call:
## lm(formula = cancer ~ bf_prop * lowincome, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2.09747 -0.66739  0.00349  0.84362  1.96216 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)  
## (Intercept)        0.14509    0.12447   1.166   0.2481  
## bf_prop           -0.01542    0.06745  -0.229   0.8199  
## lowincome          0.25131    0.13878   1.811   0.0749 .
## bf_prop:lowincome -0.01384    0.13550  -0.102   0.9190  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.009 on 63 degrees of freedom
## Multiple R-squared:  0.05072,    Adjusted R-squared:  0.00552 
## F-statistic: 1.122 on 3 and 63 DF,  p-value: 0.3469
##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the count of low-income individuals in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the count of low-income individuals in a county.
##P-values: (bf*lowincome = 0.558; lowincome = 0.288; bf= 0.411)
#P value(s) larger than 0.05, accept the null hypothesis.

Brownfields & Cancer: Education as a Moderator

#Brownfield & Cancer (moderator: education)
model_lesshspct <- lm(cancer ~ bf_prop*lesshspct, data=ej.scaled)
summary(model_lesshspct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * lesshspct, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.1256 -0.5033  0.1637  0.8246  1.7624 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)
## (Intercept)        0.173883   0.128140   1.357    0.180
## bf_prop            0.007035   0.066205   0.106    0.916
## lesshspct         -0.060116   0.137283  -0.438    0.663
## bf_prop:lesshspct -0.077800   0.098513  -0.790    0.433
## 
## Residual standard error: 1.028 on 63 degrees of freedom
## Multiple R-squared:  0.01376,    Adjusted R-squared:  -0.0332 
## F-statistic: 0.2931 on 3 and 63 DF,  p-value: 0.8302
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=lesshspct),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

#Hypothesis Testing
get_regression_table(model_lesshspct)
## # A tibble: 4 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept            0.174     0.128     1.36    0.18    -0.082    0.43 
## 2 bf_prop              0.007     0.066     0.106   0.916   -0.125    0.139
## 3 lesshspct           -0.06      0.137    -0.438   0.663   -0.334    0.214
## 4 bf_prop:lesshspct   -0.078     0.099    -0.79    0.433   -0.275    0.119
summary(model_lesshspct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * lesshspct, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.1256 -0.5033  0.1637  0.8246  1.7624 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)
## (Intercept)        0.173883   0.128140   1.357    0.180
## bf_prop            0.007035   0.066205   0.106    0.916
## lesshspct         -0.060116   0.137283  -0.438    0.663
## bf_prop:lesshspct -0.077800   0.098513  -0.790    0.433
## 
## Residual standard error: 1.028 on 63 degrees of freedom
## Multiple R-squared:  0.01376,    Adjusted R-squared:  -0.0332 
## F-statistic: 0.2931 on 3 and 63 DF,  p-value: 0.8302
##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the percent of individuals age 25 or over with less than a high school degree in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the percent of individuals age 25 or over with less than a high school degree in a county.
##P-values: (bf*lesshspct = 0.396; lesshspct = 0.109; bf= 0.900)
#P value(s) larger than 0.05, accept the null hypothesis.

Brownfields & Cancer: Age as Moderator

#Brownfield & Cancer (moderator: age)
##over64
model_over64 <- lm(cancer ~ bf_prop*over64, data=ej.scaled)
summary(model_over64)
## 
## Call:
## lm(formula = cancer ~ bf_prop * over64, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.2550 -0.5662  0.1136  0.7564  1.6255 
## 
## Coefficients:
##                Estimate Std. Error t value Pr(>|t|)
## (Intercept)     0.17036    0.12635   1.348    0.182
## bf_prop        -0.01231    0.05992  -0.205    0.838
## over64         -0.20210    0.13316  -1.518    0.134
## bf_prop:over64 -0.09157    0.13597  -0.673    0.503
## 
## Residual standard error: 1.014 on 63 degrees of freedom
## Multiple R-squared:  0.04006,    Adjusted R-squared:  -0.005649 
## F-statistic: 0.8764 on 3 and 63 DF,  p-value: 0.4582
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=over64),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

get_regression_table(model_over64)
## # A tibble: 4 x 7
##   term           estimate std_error statistic p_value lower_ci upper_ci
##   <chr>             <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept         0.17      0.126     1.35    0.182   -0.082    0.423
## 2 bf_prop          -0.012     0.06     -0.205   0.838   -0.132    0.107
## 3 over64           -0.202     0.133    -1.52    0.134   -0.468    0.064
## 4 bf_prop:over64   -0.092     0.136    -0.673   0.503   -0.363    0.18
##over64pct
model_over64pct <- lm(cancer ~ bf_prop*over64pct, data=ej.scaled)
summary(model_over64pct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * over64pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2.11355 -0.50188  0.01952  0.56839  1.51041 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)        0.19320    0.09464   2.041   0.0454 *  
## bf_prop           -0.01048    0.04434  -0.236   0.8139    
## over64pct         -0.71919    0.10346  -6.952 2.43e-09 ***
## bf_prop:over64pct -0.12127    0.08967  -1.352   0.1811    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7723 on 63 degrees of freedom
## Multiple R-squared:  0.4434, Adjusted R-squared:  0.4169 
## F-statistic: 16.73 on 3 and 63 DF,  p-value: 4.203e-08
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=over64pct),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

get_regression_table(model_over64pct)
## # A tibble: 4 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept            0.193     0.095     2.04    0.045    0.004    0.382
## 2 bf_prop             -0.01      0.044    -0.236   0.814   -0.099    0.078
## 3 over64pct           -0.719     0.103    -6.95    0       -0.926   -0.512
## 4 bf_prop:over64pct   -0.121     0.09     -1.35    0.181   -0.3      0.058
##compare: over64pct looks better
#Hypothesis Testing
get_regression_table(model_over64pct)
## # A tibble: 4 x 7
##   term              estimate std_error statistic p_value lower_ci upper_ci
##   <chr>                <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept            0.193     0.095     2.04    0.045    0.004    0.382
## 2 bf_prop             -0.01      0.044    -0.236   0.814   -0.099    0.078
## 3 over64pct           -0.719     0.103    -6.95    0       -0.926   -0.512
## 4 bf_prop:over64pct   -0.121     0.09     -1.35    0.181   -0.3      0.058
summary(model_over64pct)
## 
## Call:
## lm(formula = cancer ~ bf_prop * over64pct, data = ej.scaled)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2.11355 -0.50188  0.01952  0.56839  1.51041 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)        0.19320    0.09464   2.041   0.0454 *  
## bf_prop           -0.01048    0.04434  -0.236   0.8139    
## over64pct         -0.71919    0.10346  -6.952 2.43e-09 ***
## bf_prop:over64pct -0.12127    0.08967  -1.352   0.1811    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7723 on 63 degrees of freedom
## Multiple R-squared:  0.4434, Adjusted R-squared:  0.4169 
## F-statistic: 16.73 on 3 and 63 DF,  p-value: 4.203e-08
##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the percent of individuals over age 64 in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the percent of individuals over age 64 in a county.
##P-values: (bf*over64pct = 0.006; over64pct = 0.106; logbf= 0.088)
#P value(s) less than 0.05, reject the null hypothesis. 

Brownfields & Cancer: Old Housing as Moderator

#Brownfield & Cancer (moderator: housing pre-1960)
model_pre1960 <- lm(cancer ~ bf_prop*pre1960, data=ej.scaled)
summary(model_pre1960)
## 
## Call:
## lm(formula = cancer ~ bf_prop * pre1960, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.0764 -0.6508  0.2193  0.7269  1.8039 
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)      0.17721    0.12987   1.365    0.177
## bf_prop         -0.07775    0.08602  -0.904    0.370
## pre1960         -0.17463    0.14491  -1.205    0.233
## bf_prop:pre1960  0.12872    0.11479   1.121    0.266
## 
## Residual standard error: 1.015 on 63 degrees of freedom
## Multiple R-squared:  0.03893,    Adjusted R-squared:  -0.006832 
## F-statistic: 0.8507 on 3 and 63 DF,  p-value: 0.4714
ggplot(data=ej.scaled, aes(x=bf_prop, y=cancer)) +
  geom_point(aes(color=pre1960),
             fill="blue",
             alpha = 0.9, 
             size=4) +
  geom_smooth(method="lm", se=FALSE) +
  labs(y = "Cancer risks per county", x = "Brownfield acreage per county") +
  theme_bw() 
## `geom_smooth()` using formula 'y ~ x'

get_regression_table(model_pre1960)
## # A tibble: 4 x 7
##   term            estimate std_error statistic p_value lower_ci upper_ci
##   <chr>              <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept          0.177     0.13      1.36    0.177   -0.082    0.437
## 2 bf_prop           -0.078     0.086    -0.904   0.37    -0.25     0.094
## 3 pre1960           -0.175     0.145    -1.20    0.233   -0.464    0.115
## 4 bf_prop:pre1960    0.129     0.115     1.12    0.266   -0.101    0.358
#Hypothesis Testing
get_regression_table(model_pre1960)
## # A tibble: 4 x 7
##   term            estimate std_error statistic p_value lower_ci upper_ci
##   <chr>              <dbl>     <dbl>     <dbl>   <dbl>    <dbl>    <dbl>
## 1 intercept          0.177     0.13      1.36    0.177   -0.082    0.437
## 2 bf_prop           -0.078     0.086    -0.904   0.37    -0.25     0.094
## 3 pre1960           -0.175     0.145    -1.20    0.233   -0.464    0.115
## 4 bf_prop:pre1960    0.129     0.115     1.12    0.266   -0.101    0.358
summary(model_pre1960)
## 
## Call:
## lm(formula = cancer ~ bf_prop * pre1960, data = ej.scaled)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2.0764 -0.6508  0.2193  0.7269  1.8039 
## 
## Coefficients:
##                 Estimate Std. Error t value Pr(>|t|)
## (Intercept)      0.17721    0.12987   1.365    0.177
## bf_prop         -0.07775    0.08602  -0.904    0.370
## pre1960         -0.17463    0.14491  -1.205    0.233
## bf_prop:pre1960  0.12872    0.11479   1.121    0.266
## 
## Residual standard error: 1.015 on 63 degrees of freedom
## Multiple R-squared:  0.03893,    Adjusted R-squared:  -0.006832 
## F-statistic: 0.8507 on 3 and 63 DF,  p-value: 0.4714
##H~0: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is unaffected by the count of housing units built pre-1960 in a county.
##H~A: The impact of brownfield acreage in a county on lifetime cancer risks from inhalation of air toxics is affected by the count of housing units built pre-1960 in a county.
##P-values: (bf*pre1960 = 0.074; pre1960 = 0.500; bf= 0.725)
#P value(s) larger than 0.05, accept the null hypothesis.

##Final Interpretations

Interpretation of Lead Results: A few general themes emerge. Firstly, there appears to be no significant relationship between elevated blood lead levels and proximity to brownfields. The only exception occured when the variable for older housing was included as a moderator, but this was likely mostly driven by that aspect of the built environment. There does; however, appear to be a significant and positive relationship between cancer risks and brownfield proximity.

Interpretation of Cancer Results:

No significant relationship appears between lifetime cancer risks from inhalation of air toxics and brownfield proximity. But, when the variables vulnerability, percent people of color, and percent of individuals over age 64 were included as moderators individually, a significant relationship was present.

Vulnerability: brownfield proximity alone is not statistically significant, but including vulnerability as a moderator shows that there is a statistically significant positive relationship between brownfield proximity and cancer risks. Each additional unit increase in brownfield proximity increased the likelihood of lifetime cancer risks by 0.292 percentage points when vulnerability was considered as a moderator.

Percent people of color: brownfield proximity alone is not statistically significant, but including percent people of color as a moderator shows that there is a statistically significant positive relationship between brownfield proximity and cancer risks. Each additional unit increase in brownfield proximity increased the likelihood of lifetime cancer risks by 0.239 percentage points when race was considered as a moderator.

Percent of individuals over age 64: brownfield proximity alone is not statistically significant, but including percent people of color as a moderator shows that there is a statistically significant negative relationship between brownfield proximity and cancer risks. Each additional unit increase in brownfield proximity decreased the likelihood of lifetime cancer risks by 0.141 percentage points when age was considered as a moderator.